[2025-12-30T20:15:03.434141] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-30T20:15:03.606444] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-30T20:15:03.782539] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-30T20:15:03.955224] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-30T20:15:03.956719] [WARN ] [STATE     ] State set to: WAITING
[2025-12-30T20:15:03.956850] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-30T20:15:04.067759] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-30T20:15:04.072546] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-30), and is a dependency of this service.
[2025-12-30T20:15:04.141187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-30T20:15:04.209494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-30T20:15:04.279000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-30T20:15:04.279315] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-30T20:15:04.279409] [INFO ] [CACHE     ] Starting cache update
[2025-12-30T20:15:04.279470] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-30T20:15:04.284335] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-30T20:15:04.284722] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-30T20:15:04.284786] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-30T20:15:04.284833] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-30T20:15:04.284882] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-30T20:15:04.369802] [DEBUG] [REMOTE    ] Fetched 3539 unique symbols from directory listing.
[2025-12-30T20:15:04.377661] [INFO ] [sig       ] Skipping 3539 symbols with existing configuration
[2025-12-30T20:15:04.377785] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-30T20:15:04.379065] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-30T20:15:04.379115] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-30T20:15:04.484775] [DEBUG] [REMOTE    ] Fetched 3539 unique symbols from directory listing.
[2025-12-30T20:15:04.488709] [INFO ] [sig       ] Found 3539 active symbols to forecast
[2025-12-30T20:15:04.491240] [INFO ] [sig       ] [1/3539] Forecasting A...
[2025-12-30T20:15:04.491288] [INFO ] [sig       ] Generating forecast for: A
[2025-12-30T20:15:04.491324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-30T20:15:04.503610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-30T20:15:04.503910] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-30T20:15:04.504781] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-30T20:15:04.504835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:04.504867] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:04.504895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:04.504954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:04.563702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:04.564528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:04.564652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:04.564690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:04.684987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:04.685094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:04.685133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:04.685174] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:04.688682] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-30T20:15:04.689158] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-30T20:15:04.689298] [INFO ] [sig       ] A: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:04.831238] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/A.txt
[2025-12-30T20:15:04.831357] [INFO ] [sig       ] [1/3539] Completed A in 0.3s | 2.94 sym/s | Total: 0.3s | ETA: 20.1m
[2025-12-30T20:15:04.831396] [INFO ] [sig       ] [2/3539] Forecasting AAL...
[2025-12-30T20:15:04.831425] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-30T20:15:04.831457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-30T20:15:04.843338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-30T20:15:04.843656] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-30T20:15:04.844479] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-30T20:15:04.844534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:04.844567] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:04.844622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:04.844685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:04.902749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:04.903371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:04.903463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:04.903496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:05.025848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:05.025976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:05.026016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:05.026044] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:05.029347] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-30T20:15:05.029650] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-30T20:15:05.029781] [INFO ] [sig       ] AAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:05.171673] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AAL.txt
[2025-12-30T20:15:05.171874] [INFO ] [sig       ] [2/3539] Completed AAL in 0.3s | 2.94 sym/s | Total: 0.7s | ETA: 20.1m
[2025-12-30T20:15:05.171933] [INFO ] [sig       ] [3/3539] Forecasting AAOI...
[2025-12-30T20:15:05.171967] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-30T20:15:05.172007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-30T20:15:05.184898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-30T20:15:05.185250] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-30T20:15:05.186159] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-30T20:15:05.186214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:05.186246] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:05.186273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:05.186332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:05.249516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:05.250418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:05.250544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:05.250611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:05.373464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:05.373638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:05.373683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:05.373713] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:05.377207] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-30T20:15:05.377504] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-30T20:15:05.377662] [INFO ] [sig       ] AAOI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:05.520463] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AAOI.txt
[2025-12-30T20:15:05.520647] [INFO ] [sig       ] [3/3539] Completed AAOI in 0.3s | 2.91 sym/s | Total: 1.0s | ETA: 20.2m
[2025-12-30T20:15:05.520691] [INFO ] [sig       ] [4/3539] Forecasting AAON...
[2025-12-30T20:15:05.520722] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-30T20:15:05.520755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-30T20:15:05.532883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-30T20:15:05.533242] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-30T20:15:05.534115] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-30T20:15:05.534171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:05.534211] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:05.534251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:05.534335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:05.596091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:05.596981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:05.597069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:05.597103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:05.725002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:05.725173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:05.725232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:05.725276] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:05.728977] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-30T20:15:05.729293] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-30T20:15:05.729437] [INFO ] [sig       ] AAON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:05.879771] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AAON.txt
[2025-12-30T20:15:05.879929] [INFO ] [sig       ] [4/3539] Completed AAON in 0.4s | 2.88 sym/s | Total: 1.4s | ETA: 20.5m
[2025-12-30T20:15:05.879971] [INFO ] [sig       ] [5/3539] Forecasting AAP...
[2025-12-30T20:15:05.880004] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-30T20:15:05.880038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-30T20:15:05.892996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-30T20:15:05.893379] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-30T20:15:05.894271] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-30T20:15:05.894327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:05.894361] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:05.894388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:05.894475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:05.957898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:05.958873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:05.958967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:05.959001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:06.088623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:06.088821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:06.088874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:06.088907] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:06.092524] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2025-12-30T20:15:06.092864] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-30T20:15:06.093025] [INFO ] [sig       ] AAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:06.233776] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AAP.txt
[2025-12-30T20:15:06.233932] [INFO ] [sig       ] [5/3539] Completed AAP in 0.4s | 2.87 sym/s | Total: 1.7s | ETA: 20.5m
[2025-12-30T20:15:06.233974] [INFO ] [sig       ] [6/3539] Forecasting AAPB...
[2025-12-30T20:15:06.234004] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-30T20:15:06.234035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-30T20:15:06.245474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-30T20:15:06.245832] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-30T20:15:06.246655] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-30T20:15:06.246709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:06.246741] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:06.246768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:06.246828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:06.305759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:06.306596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:06.306684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:06.306719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:06.427329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:06.427511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:06.427564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:06.427630] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:06.431384] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-30T20:15:06.431721] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-30T20:15:06.431874] [INFO ] [sig       ] AAPB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:06.586807] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AAPB.txt
[2025-12-30T20:15:06.586981] [INFO ] [sig       ] [6/3539] Completed AAPB in 0.4s | 2.86 sym/s | Total: 2.1s | ETA: 20.6m
[2025-12-30T20:15:06.587024] [INFO ] [sig       ] [7/3539] Forecasting AAPD...
[2025-12-30T20:15:06.587056] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-30T20:15:06.587090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-30T20:15:06.599158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-30T20:15:06.599561] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-30T20:15:06.600400] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-30T20:15:06.600487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:06.600522] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:06.600550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:06.600628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:06.662465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:06.663381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:06.663478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:06.663513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:06.795756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:06.795913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:06.795957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:06.795987] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:06.799517] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-30T20:15:06.799844] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-30T20:15:06.799981] [INFO ] [sig       ] AAPD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:06.942481] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AAPD.txt
[2025-12-30T20:15:06.942656] [INFO ] [sig       ] [7/3539] Completed AAPD in 0.4s | 2.86 sym/s | Total: 2.5s | ETA: 20.6m
[2025-12-30T20:15:06.942698] [INFO ] [sig       ] [8/3539] Forecasting AAPL...
[2025-12-30T20:15:06.942730] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-30T20:15:06.942762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-30T20:15:06.954798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-30T20:15:06.955150] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-30T20:15:06.956027] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-30T20:15:06.956082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:06.956114] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:06.956142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:06.956203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:07.019727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:07.020674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:07.020957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:07.020991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:07.157021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:07.157180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:07.157227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:07.157259] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:07.161209] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-30T20:15:07.161590] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-30T20:15:07.161754] [INFO ] [sig       ] AAPL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:07.320870] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AAPL.txt
[2025-12-30T20:15:07.321050] [INFO ] [sig       ] [8/3539] Completed AAPL in 0.4s | 2.83 sym/s | Total: 2.8s | ETA: 20.8m
[2025-12-30T20:15:07.321093] [INFO ] [sig       ] [9/3539] Forecasting AAXJ...
[2025-12-30T20:15:07.321126] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-30T20:15:07.321156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-30T20:15:07.337374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-30T20:15:07.337868] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-30T20:15:07.338964] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-30T20:15:07.339028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:07.339063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:07.339090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:07.339149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:07.407826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:07.409139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:07.409254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:07.409311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:07.574775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:07.574942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:07.574985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:07.575015] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:07.579422] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-30T20:15:07.579830] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-30T20:15:07.579993] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:07.735288] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AAXJ.txt
[2025-12-30T20:15:07.735511] [INFO ] [sig       ] [9/3539] Completed AAXJ in 0.4s | 2.77 sym/s | Total: 3.2s | ETA: 21.2m
[2025-12-30T20:15:07.735606] [INFO ] [sig       ] [10/3539] Forecasting AB...
[2025-12-30T20:15:07.735651] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-30T20:15:07.735686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-30T20:15:07.749779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-30T20:15:07.750223] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-30T20:15:07.751151] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-30T20:15:07.751208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:07.751271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:07.751300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:07.751359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:07.827060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:07.828377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:07.828512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:07.828591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:07.985557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:07.985745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:07.985789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:07.985818] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:07.989615] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-12-30T20:15:07.989961] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-30T20:15:07.990110] [INFO ] [sig       ] AB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:08.169715] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AB.txt
[2025-12-30T20:15:08.169904] [INFO ] [sig       ] [10/3539] Completed AB in 0.4s | 2.72 sym/s | Total: 3.7s | ETA: 21.6m
[2025-12-30T20:15:08.169948] [INFO ] [sig       ] [11/3539] Forecasting ABCB...
[2025-12-30T20:15:08.169979] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-30T20:15:08.170010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-30T20:15:08.183642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-30T20:15:08.184454] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-30T20:15:08.185673] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-30T20:15:08.185740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:08.185780] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:08.185815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:08.185896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:08.263052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:08.264051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:08.264151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:08.264184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:08.397669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:08.397834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:08.397878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:08.397906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:08.401806] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-30T20:15:08.402139] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-30T20:15:08.402286] [INFO ] [sig       ] ABCB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:08.554323] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABCB.txt
[2025-12-30T20:15:08.554491] [INFO ] [sig       ] [11/3539] Completed ABCB in 0.4s | 2.71 sym/s | Total: 4.1s | ETA: 21.7m
[2025-12-30T20:15:08.554532] [INFO ] [sig       ] [12/3539] Forecasting ABCL...
[2025-12-30T20:15:08.554564] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-30T20:15:08.554617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-30T20:15:08.567205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-30T20:15:08.567555] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-30T20:15:08.568388] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-30T20:15:08.568443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:08.568476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:08.568503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:08.568567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:08.629195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:08.630140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:08.630229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:08.630264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:08.757312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:08.757468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:08.757512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:08.757542] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:08.761236] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-30T20:15:08.761550] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-30T20:15:08.761710] [INFO ] [sig       ] ABCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:08.915011] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABCL.txt
[2025-12-30T20:15:08.915154] [INFO ] [sig       ] [12/3539] Completed ABCL in 0.4s | 2.71 sym/s | Total: 4.4s | ETA: 21.7m
[2025-12-30T20:15:08.915195] [INFO ] [sig       ] [13/3539] Forecasting ABEO...
[2025-12-30T20:15:08.915225] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-30T20:15:08.915258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-30T20:15:08.927224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-30T20:15:08.927545] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-30T20:15:08.928378] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-30T20:15:08.928434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:08.928467] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:08.928495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:08.928554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:08.988151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:08.988849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:08.988937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:08.988971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:09.106293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:09.106427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:09.106468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:09.106524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:09.109888] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-30T20:15:09.110167] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-30T20:15:09.110300] [INFO ] [sig       ] ABEO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:09.249939] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABEO.txt
[2025-12-30T20:15:09.250056] [INFO ] [sig       ] [13/3539] Completed ABEO in 0.3s | 2.73 sym/s | Total: 4.8s | ETA: 21.5m
[2025-12-30T20:15:09.250094] [INFO ] [sig       ] [14/3539] Forecasting ABG...
[2025-12-30T20:15:09.250124] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-30T20:15:09.250155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-30T20:15:09.264048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-30T20:15:09.264330] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-30T20:15:09.265122] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-30T20:15:09.265175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:09.265207] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:09.265233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:09.265291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:09.324872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:09.325499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:09.325599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:09.325636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:09.444290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:09.444429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:09.444468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:09.444496] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:09.447815] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-12-30T20:15:09.448093] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-30T20:15:09.448223] [INFO ] [sig       ] ABG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:09.589506] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ABG.txt
[2025-12-30T20:15:09.589651] [INFO ] [sig       ] [14/3539] Completed ABG in 0.3s | 2.75 sym/s | Total: 5.1s | ETA: 21.4m
[2025-12-30T20:15:09.589691] [INFO ] [sig       ] [15/3539] Forecasting ABM...
[2025-12-30T20:15:09.589721] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-30T20:15:09.589750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-30T20:15:09.601249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-30T20:15:09.601525] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-30T20:15:09.602308] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-30T20:15:09.602361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:09.602392] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:09.602424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:09.602482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:09.659055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:09.659674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:09.659755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:09.659787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:09.778685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:09.778873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:09.778916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:09.778945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:09.782305] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=56.04%)
[2025-12-30T20:15:09.782603] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-30T20:15:09.782733] [INFO ] [sig       ] ABM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:09.923751] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ABM.txt
[2025-12-30T20:15:09.923884] [INFO ] [sig       ] [15/3539] Completed ABM in 0.3s | 2.76 sym/s | Total: 5.4s | ETA: 21.3m
[2025-12-30T20:15:09.923924] [INFO ] [sig       ] [16/3539] Forecasting ABNB...
[2025-12-30T20:15:09.923954] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-30T20:15:09.923985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-30T20:15:09.935309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-30T20:15:09.935597] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-30T20:15:09.936363] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-30T20:15:09.936416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:09.936446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:09.936473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:09.936530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:09.992997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:09.993646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:09.993729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:09.993761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:10.114065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:10.114220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:10.114261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:10.114289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:10.117689] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=57.66%)
[2025-12-30T20:15:10.117967] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-30T20:15:10.118096] [INFO ] [sig       ] ABNB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:10.262998] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ABNB.txt
[2025-12-30T20:15:10.263152] [INFO ] [sig       ] [16/3539] Completed ABNB in 0.3s | 2.77 sym/s | Total: 5.8s | ETA: 21.2m
[2025-12-30T20:15:10.263193] [INFO ] [sig       ] [17/3539] Forecasting ABOS...
[2025-12-30T20:15:10.263224] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-30T20:15:10.263255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-30T20:15:10.276967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-30T20:15:10.277350] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-30T20:15:10.278192] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-30T20:15:10.278247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:10.278279] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:10.278306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:10.278364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:10.341760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:10.342721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:10.342810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:10.342845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:10.462752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:10.462910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:10.462953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:10.462982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:10.466455] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-30T20:15:10.466816] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-30T20:15:10.466962] [INFO ] [sig       ] ABOS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:10.609128] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABOS.txt
[2025-12-30T20:15:10.609290] [INFO ] [sig       ] [17/3539] Completed ABOS in 0.3s | 2.78 sym/s | Total: 6.1s | ETA: 21.1m
[2025-12-30T20:15:10.609330] [INFO ] [sig       ] [18/3539] Forecasting ABSI...
[2025-12-30T20:15:10.609360] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-30T20:15:10.609391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-30T20:15:10.620770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-30T20:15:10.621029] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-30T20:15:10.621824] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-30T20:15:10.621877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:10.621918] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:10.621946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:10.622004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:10.678684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:10.679652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:10.679742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:10.679775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:10.798625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:10.798803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:10.798847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:10.798877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:10.802485] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-30T20:15:10.802791] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-30T20:15:10.802927] [INFO ] [sig       ] ABSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:10.945654] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABSI.txt
[2025-12-30T20:15:10.945784] [INFO ] [sig       ] [18/3539] Completed ABSI in 0.3s | 2.79 sym/s | Total: 6.5s | ETA: 21.0m
[2025-12-30T20:15:10.945822] [INFO ] [sig       ] [19/3539] Forecasting ABUS...
[2025-12-30T20:15:10.945852] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-30T20:15:10.945882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-30T20:15:10.957040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-30T20:15:10.957320] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-30T20:15:10.958148] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-30T20:15:10.958202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:10.958235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:10.958261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:10.958319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:11.015187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:11.015816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:11.015899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:11.015932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:11.133679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:11.133848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:11.133891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:11.133920] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:11.137554] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-30T20:15:11.137918] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-30T20:15:11.138069] [INFO ] [sig       ] ABUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:11.279815] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABUS.txt
[2025-12-30T20:15:11.279953] [INFO ] [sig       ] [19/3539] Completed ABUS in 0.3s | 2.80 sym/s | Total: 6.8s | ETA: 21.0m
[2025-12-30T20:15:11.279993] [INFO ] [sig       ] [20/3539] Forecasting ABVC...
[2025-12-30T20:15:11.280024] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-30T20:15:11.280054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-30T20:15:11.291404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-30T20:15:11.291698] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-30T20:15:11.292461] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-30T20:15:11.292513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:11.292544] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:11.292592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:11.292654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:11.350375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:11.351007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:11.351117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:11.351150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:11.471700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:11.471854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:11.471897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:11.471926] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:11.475456] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-30T20:15:11.475763] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-30T20:15:11.475900] [INFO ] [sig       ] ABVC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:11.617782] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABVC.txt
[2025-12-30T20:15:11.617910] [INFO ] [sig       ] [20/3539] Completed ABVC in 0.3s | 2.81 sym/s | Total: 7.1s | ETA: 20.9m
[2025-12-30T20:15:11.617949] [INFO ] [sig       ] [21/3539] Forecasting ABVE...
[2025-12-30T20:15:11.617980] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-30T20:15:11.618011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-30T20:15:11.632198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-30T20:15:11.632523] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-30T20:15:11.633308] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-30T20:15:11.633362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:11.633393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:11.633419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:11.633477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:11.690929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:11.691620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:11.691703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:11.691735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:11.809746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:11.809873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:11.809915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:11.809944] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:11.813340] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-30T20:15:11.813646] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-30T20:15:11.813969] [INFO ] [sig       ] ABVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:11.958366] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABVE.txt
[2025-12-30T20:15:11.958495] [INFO ] [sig       ] [21/3539] Completed ABVE in 0.3s | 2.81 sym/s | Total: 7.5s | ETA: 20.8m
[2025-12-30T20:15:11.958539] [INFO ] [sig       ] [22/3539] Forecasting ABVX...
[2025-12-30T20:15:11.958585] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-30T20:15:11.958620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-30T20:15:11.970066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-30T20:15:11.970336] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-30T20:15:11.971149] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-30T20:15:11.971201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:11.971233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:11.971259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:11.971317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:12.028385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:12.029019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:12.029100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:12.029133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:12.144526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:12.144669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:12.144707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:12.144734] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:12.147998] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-30T20:15:12.148270] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-30T20:15:12.148399] [INFO ] [sig       ] ABVX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:12.292602] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ABVX.txt
[2025-12-30T20:15:12.292727] [INFO ] [sig       ] [22/3539] Completed ABVX in 0.3s | 2.82 sym/s | Total: 7.8s | ETA: 20.8m
[2025-12-30T20:15:12.292766] [INFO ] [sig       ] [23/3539] Forecasting ACA...
[2025-12-30T20:15:12.292796] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-30T20:15:12.292827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-30T20:15:12.304159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-30T20:15:12.304434] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-30T20:15:12.305216] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-30T20:15:12.305269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:12.305301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:12.305327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:12.305386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:12.364354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:12.364998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:12.365083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:12.365115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:12.484201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:12.484317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:12.484358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:12.484389] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:12.487650] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-30T20:15:12.487923] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-30T20:15:12.488068] [INFO ] [sig       ] ACA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:12.637096] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACA.txt
[2025-12-30T20:15:12.637246] [INFO ] [sig       ] [23/3539] Completed ACA in 0.3s | 2.82 sym/s | Total: 8.1s | ETA: 20.8m
[2025-12-30T20:15:12.637286] [INFO ] [sig       ] [24/3539] Forecasting ACAD...
[2025-12-30T20:15:12.637315] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-30T20:15:12.637346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-30T20:15:12.648629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-30T20:15:12.648920] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-30T20:15:12.649710] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-30T20:15:12.649763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:12.649795] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:12.649822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:12.649879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:12.706652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:12.707252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:12.707332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:12.707363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:12.824778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:12.824930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:12.824970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:12.824997] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:12.828376] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-30T20:15:12.828675] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-30T20:15:12.828826] [INFO ] [sig       ] ACAD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:12.970312] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACAD.txt
[2025-12-30T20:15:12.970449] [INFO ] [sig       ] [24/3539] Completed ACAD in 0.3s | 2.83 sym/s | Total: 8.5s | ETA: 20.7m
[2025-12-30T20:15:12.970487] [INFO ] [sig       ] [25/3539] Forecasting ACB...
[2025-12-30T20:15:12.970517] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-30T20:15:12.970547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-30T20:15:12.982265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-30T20:15:12.982540] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-30T20:15:12.983478] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-30T20:15:12.983532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:12.983564] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:12.983611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:12.983670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:13.040665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:13.041280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:13.041361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:13.041393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:13.163023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:13.163181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:13.163222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:13.163266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:13.166676] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-30T20:15:13.166957] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-30T20:15:13.167085] [INFO ] [sig       ] ACB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:13.306328] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACB.txt
[2025-12-30T20:15:13.306445] [INFO ] [sig       ] [25/3539] Completed ACB in 0.3s | 2.84 sym/s | Total: 8.8s | ETA: 20.7m
[2025-12-30T20:15:13.306482] [INFO ] [sig       ] [26/3539] Forecasting ACCO...
[2025-12-30T20:15:13.306511] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-30T20:15:13.306541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-30T20:15:13.317760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-30T20:15:13.318033] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-30T20:15:13.318845] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-30T20:15:13.318898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:13.318929] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:13.318955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:13.319014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:13.376524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:13.377188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:13.377270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:13.377301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:13.498845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:13.498999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:13.499039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:13.499068] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:13.502464] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-30T20:15:13.502757] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-30T20:15:13.502888] [INFO ] [sig       ] ACCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:13.648710] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACCO.txt
[2025-12-30T20:15:13.648900] [INFO ] [sig       ] [26/3539] Completed ACCO in 0.3s | 2.84 sym/s | Total: 9.2s | ETA: 20.6m
[2025-12-30T20:15:13.648941] [INFO ] [sig       ] [27/3539] Forecasting ACDC...
[2025-12-30T20:15:13.648971] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-30T20:15:13.649003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-30T20:15:13.660814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-30T20:15:13.661159] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-30T20:15:13.662004] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-30T20:15:13.662059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:13.662119] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:13.662148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:13.662207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:13.724302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:13.725197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:13.725312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:13.725352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:13.839950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:13.840107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:13.840150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:13.840179] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:13.843643] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-30T20:15:13.843928] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-30T20:15:13.844059] [INFO ] [sig       ] ACDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:13.985965] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACDC.txt
[2025-12-30T20:15:13.986096] [INFO ] [sig       ] [27/3539] Completed ACDC in 0.3s | 2.84 sym/s | Total: 9.5s | ETA: 20.6m
[2025-12-30T20:15:13.986135] [INFO ] [sig       ] [28/3539] Forecasting ACEL...
[2025-12-30T20:15:13.986165] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-30T20:15:13.986195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-30T20:15:13.998101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-30T20:15:13.998388] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-30T20:15:13.999228] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-30T20:15:13.999282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:13.999313] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:13.999340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:13.999399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:14.058196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:14.059234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:14.059334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:14.059378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:14.182463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:14.182650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:14.182696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:14.182724] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:14.186438] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-30T20:15:14.186777] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-30T20:15:14.187096] [INFO ] [sig       ] ACEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:14.332587] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACEL.txt
[2025-12-30T20:15:14.332724] [INFO ] [sig       ] [28/3539] Completed ACEL in 0.3s | 2.85 sym/s | Total: 9.8s | ETA: 20.6m
[2025-12-30T20:15:14.332763] [INFO ] [sig       ] [29/3539] Forecasting ACGL...
[2025-12-30T20:15:14.332793] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-30T20:15:14.332823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-30T20:15:14.345475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-30T20:15:14.345861] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-30T20:15:14.346894] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-30T20:15:14.346960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:14.347004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:14.347054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:14.347136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:14.410527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:14.411302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:14.411389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:14.411423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:14.537108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:14.537250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:14.537303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:14.537337] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:14.541452] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-12-30T20:15:14.541756] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-30T20:15:14.541892] [INFO ] [sig       ] ACGL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:14.692317] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACGL.txt
[2025-12-30T20:15:14.692457] [INFO ] [sig       ] [29/3539] Completed ACGL in 0.4s | 2.84 sym/s | Total: 10.2s | ETA: 20.6m
[2025-12-30T20:15:14.692495] [INFO ] [sig       ] [30/3539] Forecasting ACGLN...
[2025-12-30T20:15:14.692526] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-30T20:15:14.692558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-30T20:15:14.704494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-30T20:15:14.704819] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-30T20:15:14.705632] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-30T20:15:14.705687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:14.705721] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:14.705748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:14.705806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:14.766145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:14.766844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:14.766930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:14.766964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:14.888061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:14.888181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:14.888218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:14.888276] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:14.891595] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-30T20:15:14.891865] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-30T20:15:14.891993] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:15.033617] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACGLN.txt
[2025-12-30T20:15:15.033748] [INFO ] [sig       ] [30/3539] Completed ACGLN in 0.3s | 2.85 sym/s | Total: 10.5s | ETA: 20.6m
[2025-12-30T20:15:15.033787] [INFO ] [sig       ] [31/3539] Forecasting ACGLO...
[2025-12-30T20:15:15.033817] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-30T20:15:15.033847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-30T20:15:15.045350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-30T20:15:15.045695] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-30T20:15:15.046467] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-30T20:15:15.046534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:15.046591] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:15.046621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:15.046679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:15.104785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:15.105710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:15.105800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:15.105834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:15.227969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:15.228118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:15.228161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:15.228190] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:15.231768] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-30T20:15:15.232051] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-30T20:15:15.232188] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:15.377567] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACGLO.txt
[2025-12-30T20:15:15.377750] [INFO ] [sig       ] [31/3539] Completed ACGLO in 0.3s | 2.85 sym/s | Total: 10.9s | ETA: 20.5m
[2025-12-30T20:15:15.377790] [INFO ] [sig       ] [32/3539] Forecasting ACHC...
[2025-12-30T20:15:15.377820] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-30T20:15:15.377851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-30T20:15:15.389763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-30T20:15:15.390056] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-30T20:15:15.390899] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-30T20:15:15.390952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:15.390983] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:15.391009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:15.391068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:15.450208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:15.451073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:15.451160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:15.451191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:15.571683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:15.571862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:15.571925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:15.571964] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:15.575657] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-12-30T20:15:15.575946] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-30T20:15:15.576083] [INFO ] [sig       ] ACHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:15.728804] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACHC.txt
[2025-12-30T20:15:15.729006] [INFO ] [sig       ] [32/3539] Completed ACHC in 0.4s | 2.85 sym/s | Total: 11.2s | ETA: 20.5m
[2025-12-30T20:15:15.729050] [INFO ] [sig       ] [33/3539] Forecasting ACI...
[2025-12-30T20:15:15.729085] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-30T20:15:15.729119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-30T20:15:15.741975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-30T20:15:15.742345] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-30T20:15:15.743148] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-30T20:15:15.743202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:15.743233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:15.743260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:15.743317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:15.808875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:15.809805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:15.810100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:15.810135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:15.937515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:15.937685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:15.937729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:15.937757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:15.941325] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-30T20:15:15.941627] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-30T20:15:15.941765] [INFO ] [sig       ] ACI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:16.085875] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACI.txt
[2025-12-30T20:15:16.086001] [INFO ] [sig       ] [33/3539] Completed ACI in 0.4s | 2.85 sym/s | Total: 11.6s | ETA: 20.5m
[2025-12-30T20:15:16.086039] [INFO ] [sig       ] [34/3539] Forecasting ACIC...
[2025-12-30T20:15:16.086068] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-30T20:15:16.086099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-30T20:15:16.102628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-30T20:15:16.103118] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-30T20:15:16.103920] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-30T20:15:16.103973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:16.104004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:16.104029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:16.104087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:16.161691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:16.162439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:16.162526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:16.162559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:16.283109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:16.283267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:16.283308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:16.283336] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:16.286777] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=53.03%)
[2025-12-30T20:15:16.287062] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-30T20:15:16.287194] [INFO ] [sig       ] ACIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:16.439961] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACIC.txt
[2025-12-30T20:15:16.440126] [INFO ] [sig       ] [34/3539] Completed ACIC in 0.4s | 2.85 sym/s | Total: 11.9s | ETA: 20.5m
[2025-12-30T20:15:16.440166] [INFO ] [sig       ] [35/3539] Forecasting ACLS...
[2025-12-30T20:15:16.440196] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-30T20:15:16.440228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-30T20:15:16.452903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-30T20:15:16.453357] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-30T20:15:16.454275] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-30T20:15:16.454338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:16.454402] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:16.454440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:16.454502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:16.523123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:16.524071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:16.524189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:16.524251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:16.652134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:16.652300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:16.652361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:16.652394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:16.656106] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-30T20:15:16.656447] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-30T20:15:16.656623] [INFO ] [sig       ] ACLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:16.813013] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACLS.txt
[2025-12-30T20:15:16.813185] [INFO ] [sig       ] [35/3539] Completed ACLS in 0.4s | 2.84 sym/s | Total: 12.3s | ETA: 20.6m
[2025-12-30T20:15:16.813226] [INFO ] [sig       ] [36/3539] Forecasting ACLX...
[2025-12-30T20:15:16.813258] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-30T20:15:16.813293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-30T20:15:16.824621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-30T20:15:16.824994] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-30T20:15:16.825844] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-30T20:15:16.825899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:16.825933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:16.825961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:16.826022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:16.888010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:16.888951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:16.889045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:16.889077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:17.015352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:17.015512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:17.015557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:17.015625] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:17.019249] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-30T20:15:17.019547] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-30T20:15:17.019710] [INFO ] [sig       ] ACLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:17.176675] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACLX.txt
[2025-12-30T20:15:17.176843] [INFO ] [sig       ] [36/3539] Completed ACLX in 0.4s | 2.84 sym/s | Total: 12.7s | ETA: 20.6m
[2025-12-30T20:15:17.176885] [INFO ] [sig       ] [37/3539] Forecasting ACM...
[2025-12-30T20:15:17.176920] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-30T20:15:17.176955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-30T20:15:17.189261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-30T20:15:17.189655] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-30T20:15:17.190472] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-30T20:15:17.190527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:17.190562] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:17.190618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:17.190680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:17.254304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:17.255406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:17.255528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:17.255564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:17.377341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:17.377501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:17.377544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:17.377593] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:17.381386] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-30T20:15:17.381754] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-30T20:15:17.382083] [INFO ] [sig       ] ACM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:17.540304] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACM.txt
[2025-12-30T20:15:17.540469] [INFO ] [sig       ] [37/3539] Completed ACM in 0.4s | 2.84 sym/s | Total: 13.0s | ETA: 20.6m
[2025-12-30T20:15:17.540510] [INFO ] [sig       ] [38/3539] Forecasting ACN...
[2025-12-30T20:15:17.540543] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-30T20:15:17.540597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-30T20:15:17.554420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-30T20:15:17.554873] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-30T20:15:17.556290] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-30T20:15:17.556346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:17.556379] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:17.556406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:17.556466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:17.622429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:17.623409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:17.623526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:17.623569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:17.752074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:17.752231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:17.752276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:17.752306] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:17.756539] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-30T20:15:17.756844] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-30T20:15:17.756981] [INFO ] [sig       ] ACN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:17.916296] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACN.txt
[2025-12-30T20:15:17.916476] [INFO ] [sig       ] [38/3539] Completed ACN in 0.4s | 2.83 sym/s | Total: 13.4s | ETA: 20.6m
[2025-12-30T20:15:17.916520] [INFO ] [sig       ] [39/3539] Forecasting ACNB...
[2025-12-30T20:15:17.916552] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-30T20:15:17.916603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-30T20:15:17.928049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-30T20:15:17.928370] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-30T20:15:17.929228] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-30T20:15:17.929288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:17.929324] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:17.929352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:17.929412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:17.993625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:17.994489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:17.994627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:17.994664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:18.113661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:18.113827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:18.113870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:18.113897] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:18.117856] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-30T20:15:18.118149] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-30T20:15:18.118283] [INFO ] [sig       ] ACNB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:18.265460] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACNB.txt
[2025-12-30T20:15:18.265646] [INFO ] [sig       ] [39/3539] Completed ACNB in 0.3s | 2.83 sym/s | Total: 13.8s | ETA: 20.6m
[2025-12-30T20:15:18.265689] [INFO ] [sig       ] [40/3539] Forecasting ACON...
[2025-12-30T20:15:18.265721] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-30T20:15:18.265753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-30T20:15:18.277507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-30T20:15:18.277921] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-30T20:15:18.278737] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-30T20:15:18.278792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:18.278824] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:18.278850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:18.278920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:18.339383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:18.340515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:18.340624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:18.340660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:18.456308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:18.456462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:18.456504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:18.456533] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:18.460364] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-30T20:15:18.460707] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-30T20:15:18.460853] [INFO ] [sig       ] ACON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:18.610815] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACON.txt
[2025-12-30T20:15:18.610981] [INFO ] [sig       ] [40/3539] Completed ACON in 0.3s | 2.83 sym/s | Total: 14.1s | ETA: 20.6m
[2025-12-30T20:15:18.611021] [INFO ] [sig       ] [41/3539] Forecasting ACP...
[2025-12-30T20:15:18.611051] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-30T20:15:18.611082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-30T20:15:18.623197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-30T20:15:18.623527] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-30T20:15:18.624327] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-30T20:15:18.624380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:18.624411] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:18.624437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:18.624494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:18.683160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:18.684072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:18.684165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:18.684199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:18.805928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:18.806092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:18.806136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:18.806165] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:18.809744] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-30T20:15:18.810029] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-30T20:15:18.810161] [INFO ] [sig       ] ACP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:18.953885] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACP.txt
[2025-12-30T20:15:18.954015] [INFO ] [sig       ] [41/3539] Completed ACP in 0.3s | 2.83 sym/s | Total: 14.5s | ETA: 20.6m
[2025-12-30T20:15:18.954053] [INFO ] [sig       ] [42/3539] Forecasting ACRE...
[2025-12-30T20:15:18.954081] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-30T20:15:18.954113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-30T20:15:18.965411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-30T20:15:18.965717] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-30T20:15:18.966517] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-30T20:15:18.966598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:18.966633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:18.966659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:18.966717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:19.024426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:19.025069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:19.025153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:19.025185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:19.146709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:19.146864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:19.146906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:19.146932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:19.150365] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-30T20:15:19.150658] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-30T20:15:19.150791] [INFO ] [sig       ] ACRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:19.292031] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACRE.txt
[2025-12-30T20:15:19.292182] [INFO ] [sig       ] [42/3539] Completed ACRE in 0.3s | 2.84 sym/s | Total: 14.8s | ETA: 20.5m
[2025-12-30T20:15:19.292221] [INFO ] [sig       ] [43/3539] Forecasting ACRS...
[2025-12-30T20:15:19.292250] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-30T20:15:19.292296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-30T20:15:19.304726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-30T20:15:19.305116] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-30T20:15:19.305912] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-30T20:15:19.305966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:19.305998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:19.306025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:19.306082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:19.371090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:19.371960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:19.372045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:19.372078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:19.495408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:19.495587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:19.495631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:19.495660] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:19.499208] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-30T20:15:19.499488] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-30T20:15:19.499648] [INFO ] [sig       ] ACRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:19.643643] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACRS.txt
[2025-12-30T20:15:19.643792] [INFO ] [sig       ] [43/3539] Completed ACRS in 0.4s | 2.84 sym/s | Total: 15.2s | ETA: 20.5m
[2025-12-30T20:15:19.643832] [INFO ] [sig       ] [44/3539] Forecasting ACTG...
[2025-12-30T20:15:19.643861] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-30T20:15:19.643891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-30T20:15:19.655919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-30T20:15:19.656219] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-30T20:15:19.657013] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-30T20:15:19.657066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:19.657125] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:19.657153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:19.657212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:19.718358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:19.719294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:19.719407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:19.719442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:19.856773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:19.856936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:19.856979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:19.857009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:19.860545] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-30T20:15:19.860849] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-30T20:15:19.860984] [INFO ] [sig       ] ACTG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:20.001725] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACTG.txt
[2025-12-30T20:15:20.001857] [INFO ] [sig       ] [44/3539] Completed ACTG in 0.4s | 2.84 sym/s | Total: 15.5s | ETA: 20.5m
[2025-12-30T20:15:20.001896] [INFO ] [sig       ] [45/3539] Forecasting ACVA...
[2025-12-30T20:15:20.001926] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-30T20:15:20.001956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-30T20:15:20.018462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-30T20:15:20.019352] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-30T20:15:20.020727] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-30T20:15:20.020801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:20.020835] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:20.020864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:20.020930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:20.090170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:20.091375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:20.091492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:20.091525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:20.219852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:20.220294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:20.220354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:20.220388] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:20.224745] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-30T20:15:20.225334] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-30T20:15:20.225509] [INFO ] [sig       ] ACVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:20.386840] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACVA.txt
[2025-12-30T20:15:20.387065] [INFO ] [sig       ] [45/3539] Completed ACVA in 0.4s | 2.83 sym/s | Total: 15.9s | ETA: 20.6m
[2025-12-30T20:15:20.387107] [INFO ] [sig       ] [46/3539] Forecasting ACWI...
[2025-12-30T20:15:20.387139] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-30T20:15:20.387174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-30T20:15:20.403608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-30T20:15:20.404459] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-30T20:15:20.405684] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-30T20:15:20.405762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:20.405825] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:20.405857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:20.405919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:20.471730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:20.472914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:20.473019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:20.473054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:20.602809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:20.603051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:20.603098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:20.603129] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:20.607627] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-30T20:15:20.608069] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-30T20:15:20.608242] [INFO ] [sig       ] ACWI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:20.800933] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACWI.txt
[2025-12-30T20:15:20.801200] [INFO ] [sig       ] [46/3539] Completed ACWI in 0.4s | 2.82 sym/s | Total: 16.3s | ETA: 20.6m
[2025-12-30T20:15:20.801258] [INFO ] [sig       ] [47/3539] Forecasting ACWX...
[2025-12-30T20:15:20.801303] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-30T20:15:20.801350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-30T20:15:20.818812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-30T20:15:20.819438] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-30T20:15:20.820493] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-30T20:15:20.820551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:20.820617] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:20.820648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:20.820709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:20.884828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:20.886187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:20.886304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:20.886338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:21.017937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:21.018172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:21.018220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:21.018299] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:21.022618] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-30T20:15:21.023166] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-30T20:15:21.023315] [INFO ] [sig       ] ACWX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:21.175993] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ACWX.txt
[2025-12-30T20:15:21.176189] [INFO ] [sig       ] [47/3539] Completed ACWX in 0.4s | 2.82 sym/s | Total: 16.7s | ETA: 20.7m
[2025-12-30T20:15:21.176232] [INFO ] [sig       ] [48/3539] Forecasting ACXP...
[2025-12-30T20:15:21.176262] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-30T20:15:21.176294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-30T20:15:21.188774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-30T20:15:21.189037] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-30T20:15:21.189836] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-30T20:15:21.190075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:21.190106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:21.190132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:21.190190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:21.247868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:21.248844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:21.248935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:21.248967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:21.363385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:21.363554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:21.363615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:21.363644] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:21.367300] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=49.94%)
[2025-12-30T20:15:21.367607] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-30T20:15:21.367744] [INFO ] [sig       ] ACXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:21.507979] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ACXP.txt
[2025-12-30T20:15:21.508112] [INFO ] [sig       ] [48/3539] Completed ACXP in 0.3s | 2.82 sym/s | Total: 17.0s | ETA: 20.6m
[2025-12-30T20:15:21.508151] [INFO ] [sig       ] [49/3539] Forecasting ADBE...
[2025-12-30T20:15:21.508180] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-30T20:15:21.508210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-30T20:15:21.520353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-30T20:15:21.520726] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-30T20:15:21.521605] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-30T20:15:21.521660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:21.521693] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:21.521720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:21.521778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:21.579669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:21.580373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:21.580458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:21.580491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:21.707341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:21.707529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:21.707593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:21.707627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:21.711160] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-30T20:15:21.711445] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-30T20:15:21.711614] [INFO ] [sig       ] ADBE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:21.859180] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADBE.txt
[2025-12-30T20:15:21.859321] [INFO ] [sig       ] [49/3539] Completed ADBE in 0.4s | 2.82 sym/s | Total: 17.4s | ETA: 20.6m
[2025-12-30T20:15:21.859362] [INFO ] [sig       ] [50/3539] Forecasting ADC...
[2025-12-30T20:15:21.859392] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-30T20:15:21.859424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-30T20:15:21.871195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-30T20:15:21.871504] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-30T20:15:21.872326] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-30T20:15:21.872381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:21.872413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:21.872440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:21.872499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:21.930357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:21.931185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:21.931275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:21.931309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:22.056539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:22.056734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:22.056783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:22.056817] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:22.060779] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-30T20:15:22.061059] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-30T20:15:22.061187] [INFO ] [sig       ] ADC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:22.207839] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADC.txt
[2025-12-30T20:15:22.208027] [INFO ] [sig       ] [50/3539] Completed ADC in 0.3s | 2.82 sym/s | Total: 17.7s | ETA: 20.6m
[2025-12-30T20:15:22.208081] [INFO ] [sig       ] [51/3539] Forecasting ADEA...
[2025-12-30T20:15:22.208124] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-30T20:15:22.208159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-30T20:15:22.220532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-30T20:15:22.220871] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-30T20:15:22.221684] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-30T20:15:22.221737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:22.221769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:22.221795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:22.221852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:22.278235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:22.279127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:22.279214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:22.279245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:22.402473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:22.402653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:22.402698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:22.402727] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:22.406262] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-12-30T20:15:22.406549] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-30T20:15:22.406702] [INFO ] [sig       ] ADEA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:22.564595] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADEA.txt
[2025-12-30T20:15:22.564782] [INFO ] [sig       ] [51/3539] Completed ADEA in 0.4s | 2.82 sym/s | Total: 18.1s | ETA: 20.6m
[2025-12-30T20:15:22.564840] [INFO ] [sig       ] [52/3539] Forecasting ADI...
[2025-12-30T20:15:22.564872] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-30T20:15:22.564903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-30T20:15:22.577654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-30T20:15:22.578021] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-30T20:15:22.578854] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-30T20:15:22.578911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:22.578943] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:22.578968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:22.579025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:22.637136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:22.638051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:22.638188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:22.638223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:22.763684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:22.763842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:22.763884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:22.763939] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:22.767354] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-30T20:15:22.767646] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-30T20:15:22.767775] [INFO ] [sig       ] ADI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:22.910673] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADI.txt
[2025-12-30T20:15:22.910838] [INFO ] [sig       ] [52/3539] Completed ADI in 0.3s | 2.82 sym/s | Total: 18.4s | ETA: 20.6m
[2025-12-30T20:15:22.910881] [INFO ] [sig       ] [53/3539] Forecasting ADM...
[2025-12-30T20:15:22.910911] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-30T20:15:22.910941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-30T20:15:22.923047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-30T20:15:22.923417] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-30T20:15:22.924221] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-30T20:15:22.924276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:22.924320] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:22.924348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:22.924406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:22.982389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:22.983277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:22.983366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:22.983398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:23.105654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:23.105815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:23.105861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:23.105889] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:23.109428] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-30T20:15:23.109755] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-30T20:15:23.109894] [INFO ] [sig       ] ADM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:23.256434] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADM.txt
[2025-12-30T20:15:23.256614] [INFO ] [sig       ] [53/3539] Completed ADM in 0.3s | 2.82 sym/s | Total: 18.8s | ETA: 20.6m
[2025-12-30T20:15:23.256657] [INFO ] [sig       ] [54/3539] Forecasting ADMA...
[2025-12-30T20:15:23.256688] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-30T20:15:23.256719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-30T20:15:23.273281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-30T20:15:23.273756] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-30T20:15:23.274659] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-30T20:15:23.274712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:23.274752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:23.274780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:23.274838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:23.332109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:23.333002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:23.333163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:23.333205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:23.455477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:23.455649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:23.455693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:23.455721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:23.459244] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-30T20:15:23.459534] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-30T20:15:23.459687] [INFO ] [sig       ] ADMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:23.602897] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADMA.txt
[2025-12-30T20:15:23.603041] [INFO ] [sig       ] [54/3539] Completed ADMA in 0.3s | 2.83 sym/s | Total: 19.1s | ETA: 20.6m
[2025-12-30T20:15:23.603081] [INFO ] [sig       ] [55/3539] Forecasting ADP...
[2025-12-30T20:15:23.603112] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-30T20:15:23.603144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-30T20:15:23.614809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-30T20:15:23.615206] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-30T20:15:23.616004] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-30T20:15:23.616056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:23.616088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:23.616114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:23.616172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:23.674281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:23.675150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:23.675245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:23.675279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:23.797428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:23.797605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:23.797648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:23.797676] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:23.801144] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-30T20:15:23.801440] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-30T20:15:23.801597] [INFO ] [sig       ] ADP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:23.943711] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADP.txt
[2025-12-30T20:15:23.943838] [INFO ] [sig       ] [55/3539] Completed ADP in 0.3s | 2.83 sym/s | Total: 19.5s | ETA: 20.5m
[2025-12-30T20:15:23.943881] [INFO ] [sig       ] [56/3539] Forecasting ADSE...
[2025-12-30T20:15:23.943911] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-30T20:15:23.943941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-30T20:15:23.955108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-30T20:15:23.955364] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-30T20:15:23.956327] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-30T20:15:23.956377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:23.956407] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:23.956432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:23.956489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:24.014683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:24.015389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:24.015470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:24.015502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:24.137239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:24.137421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:24.137471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:24.137499] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:24.141318] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-30T20:15:24.141613] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-30T20:15:24.141742] [INFO ] [sig       ] ADSE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:24.282204] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADSE.txt
[2025-12-30T20:15:24.282316] [INFO ] [sig       ] [56/3539] Completed ADSE in 0.3s | 2.83 sym/s | Total: 19.8s | ETA: 20.5m
[2025-12-30T20:15:24.282352] [INFO ] [sig       ] [57/3539] Forecasting ADSK...
[2025-12-30T20:15:24.282386] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-30T20:15:24.282418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-30T20:15:24.294312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-30T20:15:24.294607] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-30T20:15:24.295366] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-30T20:15:24.295418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:24.295450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:24.295476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:24.295533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:24.356179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:24.357088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:24.357174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:24.357207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:24.481255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:24.481417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:24.481460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:24.481490] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:24.484939] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-30T20:15:24.485417] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-30T20:15:24.485552] [INFO ] [sig       ] ADSK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:24.631999] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADSK.txt
[2025-12-30T20:15:24.632149] [INFO ] [sig       ] [57/3539] Completed ADSK in 0.3s | 2.83 sym/s | Total: 20.1s | ETA: 20.5m
[2025-12-30T20:15:24.632190] [INFO ] [sig       ] [58/3539] Forecasting ADTN...
[2025-12-30T20:15:24.632218] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-30T20:15:24.632250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-30T20:15:24.643170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-30T20:15:24.643429] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-30T20:15:24.644208] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-30T20:15:24.644261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:24.644292] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:24.644318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:24.644376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:24.702866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:24.703500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:24.703599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:24.703634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:24.825550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:24.825748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:24.825790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:24.825819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:24.829477] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-12-30T20:15:24.829774] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-30T20:15:24.829907] [INFO ] [sig       ] ADTN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:24.970401] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADTN.txt
[2025-12-30T20:15:24.970517] [INFO ] [sig       ] [58/3539] Completed ADTN in 0.3s | 2.83 sym/s | Total: 20.5s | ETA: 20.5m
[2025-12-30T20:15:24.970554] [INFO ] [sig       ] [59/3539] Forecasting ADTX...
[2025-12-30T20:15:24.970602] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-30T20:15:24.970634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-30T20:15:24.982990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-30T20:15:24.983460] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-30T20:15:24.984316] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-30T20:15:24.984370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:24.984403] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:24.984429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:24.984488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:25.043517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:25.044499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:25.044612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:25.044649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:25.157983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:25.158157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:25.158203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:25.158232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:25.162620] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-30T20:15:25.162958] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-30T20:15:25.163112] [INFO ] [sig       ] ADTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:25.313907] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADTX.txt
[2025-12-30T20:15:25.314133] [INFO ] [sig       ] [59/3539] Completed ADTX in 0.3s | 2.83 sym/s | Total: 20.8s | ETA: 20.5m
[2025-12-30T20:15:25.314182] [INFO ] [sig       ] [60/3539] Forecasting ADUS...
[2025-12-30T20:15:25.314213] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-30T20:15:25.314245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-30T20:15:25.330503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-30T20:15:25.330965] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-30T20:15:25.331867] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-30T20:15:25.331932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:25.331975] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:25.332008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:25.332077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:25.394879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:25.395805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:25.395902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:25.395943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:25.513698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:25.513859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:25.513901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:25.513947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:25.517374] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-12-30T20:15:25.517678] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-30T20:15:25.517811] [INFO ] [sig       ] ADUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:25.661287] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ADUS.txt
[2025-12-30T20:15:25.661459] [INFO ] [sig       ] [60/3539] Completed ADUS in 0.3s | 2.83 sym/s | Total: 21.2s | ETA: 20.5m
[2025-12-30T20:15:25.661500] [INFO ] [sig       ] [61/3539] Forecasting ADX...
[2025-12-30T20:15:25.661529] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-30T20:15:25.661561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-30T20:15:25.673466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-30T20:15:25.673888] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-30T20:15:25.674753] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-30T20:15:25.674810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:25.674878] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:25.674917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:25.675001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:25.738961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:25.740063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:25.740166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:25.740202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:25.863565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:25.863744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:25.863788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:25.863819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:25.867440] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-30T20:15:25.867747] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-30T20:15:25.867882] [INFO ] [sig       ] ADX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:26.014814] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ADX.txt
[2025-12-30T20:15:26.015022] [INFO ] [sig       ] [61/3539] Completed ADX in 0.4s | 2.83 sym/s | Total: 21.5s | ETA: 20.5m
[2025-12-30T20:15:26.015074] [INFO ] [sig       ] [62/3539] Forecasting AEE...
[2025-12-30T20:15:26.015111] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-30T20:15:26.015166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-30T20:15:26.031505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-30T20:15:26.031977] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-30T20:15:26.032958] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-30T20:15:26.033019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:26.033057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:26.033091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:26.033170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:26.099774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:26.100622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:26.100708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:26.100756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:26.222225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:26.222380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:26.222422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:26.222450] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:26.225864] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-30T20:15:26.226140] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-30T20:15:26.226290] [INFO ] [sig       ] AEE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:26.367988] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEE.txt
[2025-12-30T20:15:26.368150] [INFO ] [sig       ] [62/3539] Completed AEE in 0.4s | 2.83 sym/s | Total: 21.9s | ETA: 20.4m
[2025-12-30T20:15:26.368192] [INFO ] [sig       ] [63/3539] Forecasting AEFC...
[2025-12-30T20:15:26.368224] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-30T20:15:26.368258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-30T20:15:26.380368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-30T20:15:26.380709] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-30T20:15:26.381504] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-30T20:15:26.381559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:26.381611] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:26.381639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:26.381699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:26.443631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:26.444537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:26.444649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:26.444685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:26.575533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:26.575760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:26.575813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:26.575843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:26.579497] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-12-30T20:15:26.579826] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-30T20:15:26.579965] [INFO ] [sig       ] AEFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:26.724031] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AEFC.txt
[2025-12-30T20:15:26.724197] [INFO ] [sig       ] [63/3539] Completed AEFC in 0.4s | 2.83 sym/s | Total: 22.2s | ETA: 20.4m
[2025-12-30T20:15:26.724246] [INFO ] [sig       ] [64/3539] Forecasting AEG...
[2025-12-30T20:15:26.724278] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-30T20:15:26.724311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-30T20:15:26.735621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-30T20:15:26.735963] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-30T20:15:26.736770] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-30T20:15:26.736822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:26.736853] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:26.736890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:26.736949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:26.797509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:26.798498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:26.798614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:26.798653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:26.919906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:26.920065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:26.920107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:26.920172] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:26.924008] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-30T20:15:26.924487] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-30T20:15:26.924647] [INFO ] [sig       ] AEG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:27.075032] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEG.txt
[2025-12-30T20:15:27.075180] [INFO ] [sig       ] [64/3539] Completed AEG in 0.4s | 2.83 sym/s | Total: 22.6s | ETA: 20.4m
[2025-12-30T20:15:27.075221] [INFO ] [sig       ] [65/3539] Forecasting AEHL...
[2025-12-30T20:15:27.075251] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-30T20:15:27.075281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-30T20:15:27.086766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-30T20:15:27.087060] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-30T20:15:27.087876] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-30T20:15:27.087930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:27.087962] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:27.087989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:27.088051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:27.146484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:27.147251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:27.147336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:27.147368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:27.266214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:27.266371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:27.266414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:27.266441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:27.270070] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-30T20:15:27.270531] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-30T20:15:27.270679] [INFO ] [sig       ] AEHL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:27.414966] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AEHL.txt
[2025-12-30T20:15:27.415119] [INFO ] [sig       ] [65/3539] Completed AEHL in 0.3s | 2.84 sym/s | Total: 22.9s | ETA: 20.4m
[2025-12-30T20:15:27.415158] [INFO ] [sig       ] [66/3539] Forecasting AEI...
[2025-12-30T20:15:27.415188] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-30T20:15:27.415219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-30T20:15:27.426685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-30T20:15:27.426965] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-30T20:15:27.427759] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-30T20:15:27.427812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:27.427844] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:27.427870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:27.427928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:27.486025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:27.486816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:27.486910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:27.486944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:27.601963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:27.602115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:27.602155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:27.602184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:27.605552] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-30T20:15:27.605850] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-30T20:15:27.605977] [INFO ] [sig       ] AEI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:27.746019] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEI.txt
[2025-12-30T20:15:27.746148] [INFO ] [sig       ] [66/3539] Completed AEI in 0.3s | 2.84 sym/s | Total: 23.3s | ETA: 20.4m
[2025-12-30T20:15:27.746186] [INFO ] [sig       ] [67/3539] Forecasting AEIS...
[2025-12-30T20:15:27.746216] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-30T20:15:27.746247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-30T20:15:27.757432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-30T20:15:27.757774] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-30T20:15:27.758551] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-30T20:15:27.758624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:27.758657] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:27.758683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:27.758760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:27.815364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:27.816047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:27.816129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:27.816161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:27.934028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:27.934180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:27.934220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:27.934247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:27.937645] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-30T20:15:27.937918] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-30T20:15:27.938048] [INFO ] [sig       ] AEIS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:28.081045] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEIS.txt
[2025-12-30T20:15:28.081206] [INFO ] [sig       ] [67/3539] Completed AEIS in 0.3s | 2.84 sym/s | Total: 23.6s | ETA: 20.4m
[2025-12-30T20:15:28.081247] [INFO ] [sig       ] [68/3539] Forecasting AEM...
[2025-12-30T20:15:28.081276] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-30T20:15:28.081308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-30T20:15:28.093039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-30T20:15:28.093402] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-30T20:15:28.094225] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-30T20:15:28.094278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:28.094311] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:28.094338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:28.094395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:28.151116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:28.151869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:28.151953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:28.151989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:28.273916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:28.274067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:28.274109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:28.274137] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:28.277612] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-30T20:15:28.277887] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-30T20:15:28.278018] [INFO ] [sig       ] AEM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:28.418478] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AEM.txt
[2025-12-30T20:15:28.418639] [INFO ] [sig       ] [68/3539] Completed AEM in 0.3s | 2.84 sym/s | Total: 23.9s | ETA: 20.4m
[2025-12-30T20:15:28.418682] [INFO ] [sig       ] [69/3539] Forecasting AEO...
[2025-12-30T20:15:28.418714] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-30T20:15:28.418769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-30T20:15:28.431519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-30T20:15:28.431934] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-30T20:15:28.432736] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-30T20:15:28.432789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:28.432820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:28.432846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:28.432903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:28.490347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:28.491063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:28.491143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:28.491175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:28.614966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:28.615116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:28.615157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:28.615185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:28.618604] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-30T20:15:28.618904] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-30T20:15:28.619036] [INFO ] [sig       ] AEO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:28.758676] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEO.txt
[2025-12-30T20:15:28.758855] [INFO ] [sig       ] [69/3539] Completed AEO in 0.3s | 2.84 sym/s | Total: 24.3s | ETA: 20.3m
[2025-12-30T20:15:28.758897] [INFO ] [sig       ] [70/3539] Forecasting AEP...
[2025-12-30T20:15:28.758927] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-30T20:15:28.758958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-30T20:15:28.770429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-30T20:15:28.770766] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-30T20:15:28.771530] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-30T20:15:28.771601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:28.771634] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:28.771660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:28.771717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:28.828861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:28.829540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:28.829637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:28.829671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:28.954473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:28.954649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:28.954693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:28.954722] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:28.958388] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-30T20:15:28.958707] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-30T20:15:28.958860] [INFO ] [sig       ] AEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:29.102138] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AEP.txt
[2025-12-30T20:15:29.102289] [INFO ] [sig       ] [70/3539] Completed AEP in 0.3s | 2.84 sym/s | Total: 24.6s | ETA: 20.3m
[2025-12-30T20:15:29.102330] [INFO ] [sig       ] [71/3539] Forecasting AES...
[2025-12-30T20:15:29.102359] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-30T20:15:29.102390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-30T20:15:29.114366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-30T20:15:29.114748] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-30T20:15:29.115564] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-30T20:15:29.115637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:29.115669] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:29.115697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:29.115755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:29.174211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:29.175114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:29.175201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:29.175269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:29.295080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:29.295236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:29.295279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:29.295310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:29.298864] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-30T20:15:29.299167] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-30T20:15:29.299316] [INFO ] [sig       ] AES: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:29.441435] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AES.txt
[2025-12-30T20:15:29.441599] [INFO ] [sig       ] [71/3539] Completed AES in 0.3s | 2.85 sym/s | Total: 25.0s | ETA: 20.3m
[2025-12-30T20:15:29.441640] [INFO ] [sig       ] [72/3539] Forecasting AESI...
[2025-12-30T20:15:29.441670] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-30T20:15:29.441702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-30T20:15:29.452906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-30T20:15:29.453180] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-30T20:15:29.453962] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-30T20:15:29.454014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:29.454045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:29.454071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:29.454128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:29.513685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:29.514364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:29.514446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:29.514478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:29.632683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:29.632836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:29.632879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:29.632908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:29.636389] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-12-30T20:15:29.636688] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-30T20:15:29.636820] [INFO ] [sig       ] AESI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:29.797099] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AESI.txt
[2025-12-30T20:15:29.797261] [INFO ] [sig       ] [72/3539] Completed AESI in 0.4s | 2.85 sym/s | Total: 25.3s | ETA: 20.3m
[2025-12-30T20:15:29.797302] [INFO ] [sig       ] [73/3539] Forecasting AEVA...
[2025-12-30T20:15:29.797332] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-30T20:15:29.797364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-30T20:15:29.809377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-30T20:15:29.809764] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-30T20:15:29.810563] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-30T20:15:29.810639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:29.810671] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:29.810698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:29.810755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:29.873067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:29.874011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:29.874101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:29.874136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:29.992066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:29.992236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:29.992278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:29.992306] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:29.995741] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-30T20:15:29.996028] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-30T20:15:29.996160] [INFO ] [sig       ] AEVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:30.139251] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AEVA.txt
[2025-12-30T20:15:30.139407] [INFO ] [sig       ] [73/3539] Completed AEVA in 0.3s | 2.85 sym/s | Total: 25.6s | ETA: 20.3m
[2025-12-30T20:15:30.139447] [INFO ] [sig       ] [74/3539] Forecasting AEYE...
[2025-12-30T20:15:30.139476] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-30T20:15:30.139507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-30T20:15:30.150962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-30T20:15:30.151290] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-30T20:15:30.152086] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-30T20:15:30.152139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:30.152169] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:30.152197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:30.152255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:30.210245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:30.211079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:30.211182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:30.211214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:30.325590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:30.325746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:30.325787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:30.325814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:30.329259] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-30T20:15:30.329539] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-30T20:15:30.329685] [INFO ] [sig       ] AEYE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:30.476528] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AEYE.txt
[2025-12-30T20:15:30.476740] [INFO ] [sig       ] [74/3539] Completed AEYE in 0.3s | 2.85 sym/s | Total: 26.0s | ETA: 20.3m
[2025-12-30T20:15:30.476783] [INFO ] [sig       ] [75/3539] Forecasting AFB...
[2025-12-30T20:15:30.476813] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-30T20:15:30.476847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-30T20:15:30.488033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-30T20:15:30.488339] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-30T20:15:30.489146] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-30T20:15:30.489198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:30.489230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:30.489256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:30.489313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:30.550590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:30.551518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:30.551618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:30.551652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:30.674520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:30.674689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:30.674730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:30.674759] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:30.678156] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-30T20:15:30.678430] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-30T20:15:30.678567] [INFO ] [sig       ] AFB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:30.819129] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFB.txt
[2025-12-30T20:15:30.819256] [INFO ] [sig       ] [75/3539] Completed AFB in 0.3s | 2.85 sym/s | Total: 26.3s | ETA: 20.3m
[2025-12-30T20:15:30.819295] [INFO ] [sig       ] [76/3539] Forecasting AFCG...
[2025-12-30T20:15:30.819323] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-30T20:15:30.819354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-30T20:15:30.830906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-30T20:15:30.831191] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-30T20:15:30.831992] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-30T20:15:30.832044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:30.832075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:30.832102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:30.832160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:30.889183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:30.889887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:30.889967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:30.889999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:31.008860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:31.009010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:31.009051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:31.009079] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:31.012448] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-12-30T20:15:31.012739] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-30T20:15:31.012867] [INFO ] [sig       ] AFCG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:31.153982] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFCG.txt
[2025-12-30T20:15:31.154119] [INFO ] [sig       ] [76/3539] Completed AFCG in 0.3s | 2.85 sym/s | Total: 26.7s | ETA: 20.2m
[2025-12-30T20:15:31.154158] [INFO ] [sig       ] [77/3539] Forecasting AFG...
[2025-12-30T20:15:31.154185] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-30T20:15:31.154217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-30T20:15:31.165740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-30T20:15:31.166033] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-30T20:15:31.166818] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-30T20:15:31.166871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:31.166913] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:31.166940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:31.166998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:31.225183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:31.225925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:31.226007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:31.226040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:31.349642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:31.349817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:31.349865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:31.349895] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:31.353376] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-30T20:15:31.353677] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-30T20:15:31.353806] [INFO ] [sig       ] AFG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:31.498107] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFG.txt
[2025-12-30T20:15:31.498237] [INFO ] [sig       ] [77/3539] Completed AFG in 0.3s | 2.85 sym/s | Total: 27.0s | ETA: 20.2m
[2025-12-30T20:15:31.498276] [INFO ] [sig       ] [78/3539] Forecasting AFGC...
[2025-12-30T20:15:31.498304] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-30T20:15:31.498336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-30T20:15:31.511934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-30T20:15:31.512333] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-30T20:15:31.513191] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-30T20:15:31.513246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:31.513312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:31.513345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:31.513408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:31.573731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:31.574559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:31.574660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:31.574693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:31.680098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:31.680253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:31.680295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:31.680324] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:31.683693] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-30T20:15:31.683966] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-30T20:15:31.684097] [INFO ] [sig       ] AFGC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:31.828128] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AFGC.txt
[2025-12-30T20:15:31.828262] [INFO ] [sig       ] [78/3539] Completed AFGC in 0.3s | 2.85 sym/s | Total: 27.3s | ETA: 20.2m
[2025-12-30T20:15:31.828302] [INFO ] [sig       ] [79/3539] Forecasting AFL...
[2025-12-30T20:15:31.828332] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-30T20:15:31.828363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-30T20:15:31.839659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-30T20:15:31.839963] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-30T20:15:31.840761] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-30T20:15:31.840814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:31.840846] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:31.840872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:31.840930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:31.898968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:31.899648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:31.899728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:31.899761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:32.015037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:32.015188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:32.015228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:32.015256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:32.018678] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-30T20:15:32.018964] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-30T20:15:32.019091] [INFO ] [sig       ] AFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:32.164141] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFL.txt
[2025-12-30T20:15:32.164288] [INFO ] [sig       ] [79/3539] Completed AFL in 0.3s | 2.85 sym/s | Total: 27.7s | ETA: 20.2m
[2025-12-30T20:15:32.164328] [INFO ] [sig       ] [80/3539] Forecasting AFRI...
[2025-12-30T20:15:32.164360] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-30T20:15:32.164397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-30T20:15:32.173890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-30T20:15:32.174157] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-30T20:15:32.174955] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-30T20:15:32.175016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:32.175053] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:32.175084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:32.175148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:32.232055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:32.232769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:32.232848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:32.232880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:32.329813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:32.329958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:32.329999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:32.330027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:32.333381] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-12-30T20:15:32.333678] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-30T20:15:32.333810] [INFO ] [sig       ] AFRI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:32.474234] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AFRI.txt
[2025-12-30T20:15:32.474373] [INFO ] [sig       ] [80/3539] Completed AFRI in 0.3s | 2.86 sym/s | Total: 28.0s | ETA: 20.2m
[2025-12-30T20:15:32.474418] [INFO ] [sig       ] [81/3539] Forecasting AFRM...
[2025-12-30T20:15:32.474449] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-30T20:15:32.474480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-30T20:15:32.486208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-30T20:15:32.486586] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-30T20:15:32.487360] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-30T20:15:32.487413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:32.487444] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:32.487470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:32.487528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:32.544914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:32.545549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:32.545649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:32.545682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:32.666240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:32.666384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:32.666424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:32.666482] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:32.669959] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-30T20:15:32.670237] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-30T20:15:32.670367] [INFO ] [sig       ] AFRM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:32.813357] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFRM.txt
[2025-12-30T20:15:32.813494] [INFO ] [sig       ] [81/3539] Completed AFRM in 0.3s | 2.86 sym/s | Total: 28.3s | ETA: 20.2m
[2025-12-30T20:15:32.813533] [INFO ] [sig       ] [82/3539] Forecasting AFYA...
[2025-12-30T20:15:32.813563] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-30T20:15:32.813613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-30T20:15:32.825461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-30T20:15:32.825774] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-30T20:15:32.826744] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-30T20:15:32.826796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:32.826827] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:32.826853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:32.826911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:32.884557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:32.885195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:32.885278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:32.885313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:33.005007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:33.005158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:33.005210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:33.005239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:33.008814] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-30T20:15:33.009088] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-30T20:15:33.009229] [INFO ] [sig       ] AFYA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:33.157866] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AFYA.txt
[2025-12-30T20:15:33.158000] [INFO ] [sig       ] [82/3539] Completed AFYA in 0.3s | 2.86 sym/s | Total: 28.7s | ETA: 20.1m
[2025-12-30T20:15:33.158038] [INFO ] [sig       ] [83/3539] Forecasting AG...
[2025-12-30T20:15:33.158068] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-30T20:15:33.158102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-30T20:15:33.169777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-30T20:15:33.170089] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-30T20:15:33.170932] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-30T20:15:33.170986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:33.171018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:33.171043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:33.171102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:33.233936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:33.234637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:33.234719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:33.234751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:33.356526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:33.356696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:33.356738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:33.356766] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:33.360524] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-30T20:15:33.360812] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-30T20:15:33.360938] [INFO ] [sig       ] AG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:33.508472] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AG.txt
[2025-12-30T20:15:33.508612] [INFO ] [sig       ] [83/3539] Completed AG in 0.4s | 2.86 sym/s | Total: 29.0s | ETA: 20.1m
[2025-12-30T20:15:33.508653] [INFO ] [sig       ] [84/3539] Forecasting AGCO...
[2025-12-30T20:15:33.508683] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-30T20:15:33.508713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-30T20:15:33.520266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-30T20:15:33.520567] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-30T20:15:33.521400] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-30T20:15:33.521454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:33.521486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:33.521514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:33.521592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:33.580508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:33.581218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:33.581301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:33.581332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:33.697980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:33.698120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:33.698160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:33.698204] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:33.701624] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-30T20:15:33.701899] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-30T20:15:33.702025] [INFO ] [sig       ] AGCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:33.843760] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGCO.txt
[2025-12-30T20:15:33.843890] [INFO ] [sig       ] [84/3539] Completed AGCO in 0.3s | 2.86 sym/s | Total: 29.4s | ETA: 20.1m
[2025-12-30T20:15:33.843928] [INFO ] [sig       ] [85/3539] Forecasting AGD...
[2025-12-30T20:15:33.843958] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-30T20:15:33.843988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-30T20:15:33.856611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-30T20:15:33.856937] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-30T20:15:33.857812] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-30T20:15:33.857867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:33.857901] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:33.857929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:33.857990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:33.918785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:33.919881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:33.919966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:33.919999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:34.039812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:34.039967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:34.040011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:34.040040] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:34.043528] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-30T20:15:34.043868] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-30T20:15:34.044005] [INFO ] [sig       ] AGD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:34.187468] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGD.txt
[2025-12-30T20:15:34.187616] [INFO ] [sig       ] [85/3539] Completed AGD in 0.3s | 2.86 sym/s | Total: 29.7s | ETA: 20.1m
[2025-12-30T20:15:34.187658] [INFO ] [sig       ] [86/3539] Forecasting AGEN...
[2025-12-30T20:15:34.187690] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-30T20:15:34.187722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-30T20:15:34.309405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-30T20:15:34.309808] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-30T20:15:34.310649] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-30T20:15:34.310706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:34.310739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:34.310768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:34.310829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:34.369538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:34.370428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:34.370519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:34.370568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:34.495422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:34.495600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:34.495643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:34.495672] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:34.499206] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2025-12-30T20:15:34.499526] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-30T20:15:34.499683] [INFO ] [sig       ] AGEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:34.646344] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGEN.txt
[2025-12-30T20:15:34.646507] [INFO ] [sig       ] [86/3539] Completed AGEN in 0.5s | 2.85 sym/s | Total: 30.2s | ETA: 20.2m
[2025-12-30T20:15:34.646548] [INFO ] [sig       ] [87/3539] Forecasting AGI...
[2025-12-30T20:15:34.646597] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-30T20:15:34.646631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-30T20:15:34.658612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-30T20:15:34.659040] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-30T20:15:34.659919] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-30T20:15:34.659974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:34.660008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:34.660036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:34.660095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:34.718678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:34.719552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:34.719653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:34.719686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:34.839885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:34.840047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:34.840090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:34.840119] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:34.843743] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-30T20:15:34.844043] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-30T20:15:34.844182] [INFO ] [sig       ] AGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:34.993352] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGI.txt
[2025-12-30T20:15:34.993509] [INFO ] [sig       ] [87/3539] Completed AGI in 0.3s | 2.85 sym/s | Total: 30.5s | ETA: 20.2m
[2025-12-30T20:15:34.993550] [INFO ] [sig       ] [88/3539] Forecasting AGIO...
[2025-12-30T20:15:34.993597] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-30T20:15:34.993630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-30T20:15:35.006209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-30T20:15:35.006893] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-30T20:15:35.008036] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-30T20:15:35.008103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:35.008147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:35.008197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:35.008284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:35.083896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:35.084812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:35.084928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:35.084963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:35.207671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:35.207830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:35.207873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:35.207901] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:35.211617] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-30T20:15:35.211919] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-30T20:15:35.212058] [INFO ] [sig       ] AGIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:35.355997] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGIO.txt
[2025-12-30T20:15:35.356150] [INFO ] [sig       ] [88/3539] Completed AGIO in 0.4s | 2.85 sym/s | Total: 30.9s | ETA: 20.2m
[2025-12-30T20:15:35.356193] [INFO ] [sig       ] [89/3539] Forecasting AGM...
[2025-12-30T20:15:35.356224] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-30T20:15:35.356255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-30T20:15:35.367815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-30T20:15:35.368172] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-30T20:15:35.369029] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-30T20:15:35.369084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:35.369116] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:35.369143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:35.369200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:35.427283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:35.428175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:35.428262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:35.428295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:35.553788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:35.553976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:35.554037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:35.554069] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:35.557874] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-30T20:15:35.558190] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-30T20:15:35.558331] [INFO ] [sig       ] AGM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:35.702805] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGM.txt
[2025-12-30T20:15:35.702964] [INFO ] [sig       ] [89/3539] Completed AGM in 0.3s | 2.85 sym/s | Total: 31.2s | ETA: 20.2m
[2025-12-30T20:15:35.703004] [INFO ] [sig       ] [90/3539] Forecasting AGMH...
[2025-12-30T20:15:35.703034] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-30T20:15:35.703064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-30T20:15:35.714815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-30T20:15:35.715102] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-30T20:15:35.715898] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-30T20:15:35.715949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:35.715981] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:35.716007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:35.716064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:35.774944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:35.775856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:35.775966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:35.775999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:35.888412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:35.888566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:35.888627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:35.888655] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:35.892066] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-30T20:15:35.892335] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-30T20:15:35.892464] [INFO ] [sig       ] AGMH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:36.035554] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGMH.txt
[2025-12-30T20:15:36.035732] [INFO ] [sig       ] [90/3539] Completed AGMH in 0.3s | 2.85 sym/s | Total: 31.5s | ETA: 20.1m
[2025-12-30T20:15:36.035772] [INFO ] [sig       ] [91/3539] Forecasting AGNC...
[2025-12-30T20:15:36.035802] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-30T20:15:36.035833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-30T20:15:36.047497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-30T20:15:36.047897] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-30T20:15:36.048700] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-30T20:15:36.048774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:36.048807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:36.048834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:36.048892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:36.106393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:36.107165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:36.107259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:36.107291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:36.233442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:36.233620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:36.233665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:36.233694] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:36.237106] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-12-30T20:15:36.237382] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-30T20:15:36.237511] [INFO ] [sig       ] AGNC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:36.386835] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGNC.txt
[2025-12-30T20:15:36.386996] [INFO ] [sig       ] [91/3539] Completed AGNC in 0.4s | 2.85 sym/s | Total: 31.9s | ETA: 20.1m
[2025-12-30T20:15:36.387036] [INFO ] [sig       ] [92/3539] Forecasting AGNCL...
[2025-12-30T20:15:36.387066] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-30T20:15:36.387103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-30T20:15:36.397946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-30T20:15:36.398231] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-30T20:15:36.399282] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-30T20:15:36.399337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:36.399370] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:36.399398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:36.399457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:36.459949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:36.460647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:36.460733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:36.460768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:36.573289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:36.573443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:36.573485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:36.573515] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:36.576914] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-30T20:15:36.577187] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-30T20:15:36.577314] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:36.722479] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGNCL.txt
[2025-12-30T20:15:36.722633] [INFO ] [sig       ] [92/3539] Completed AGNCL in 0.3s | 2.85 sym/s | Total: 32.2s | ETA: 20.1m
[2025-12-30T20:15:36.722675] [INFO ] [sig       ] [93/3539] Forecasting AGNCM...
[2025-12-30T20:15:36.722705] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-30T20:15:36.722736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-30T20:15:36.735142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-30T20:15:36.735471] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-30T20:15:36.736275] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-30T20:15:36.736328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:36.736360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:36.736386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:36.736444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:36.795298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:36.796120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:36.796208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:36.796242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:36.902060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:36.902214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:36.902258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:36.902289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:36.905843] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-30T20:15:36.906128] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-30T20:15:36.906263] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:37.050313] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGNCM.txt
[2025-12-30T20:15:37.050459] [INFO ] [sig       ] [93/3539] Completed AGNCM in 0.3s | 2.86 sym/s | Total: 32.6s | ETA: 20.1m
[2025-12-30T20:15:37.050499] [INFO ] [sig       ] [94/3539] Forecasting AGNCN...
[2025-12-30T20:15:37.050530] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-30T20:15:37.050562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-30T20:15:37.062088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-30T20:15:37.062366] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-30T20:15:37.063181] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-30T20:15:37.063235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:37.063266] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:37.063291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:37.063347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:37.120506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:37.121393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:37.121481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:37.121514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:37.237649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:37.237801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:37.237843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:37.237872] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:37.241273] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-30T20:15:37.241543] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-30T20:15:37.241686] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:37.380683] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGNCN.txt
[2025-12-30T20:15:37.380799] [INFO ] [sig       ] [94/3539] Completed AGNCN in 0.3s | 2.86 sym/s | Total: 32.9s | ETA: 20.1m
[2025-12-30T20:15:37.380837] [INFO ] [sig       ] [95/3539] Forecasting AGNCO...
[2025-12-30T20:15:37.380866] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-30T20:15:37.380896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-30T20:15:37.392299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-30T20:15:37.392608] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-30T20:15:37.393363] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-30T20:15:37.393415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:37.393470] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:37.393499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:37.393557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:37.451528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:37.452168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:37.452249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:37.452281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:37.564673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:37.564800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:37.564839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:37.564884] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:37.568250] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-30T20:15:37.568520] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-30T20:15:37.568665] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:37.708829] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGNCO.txt
[2025-12-30T20:15:37.708947] [INFO ] [sig       ] [95/3539] Completed AGNCO in 0.3s | 2.86 sym/s | Total: 33.2s | ETA: 20.1m
[2025-12-30T20:15:37.708986] [INFO ] [sig       ] [96/3539] Forecasting AGNCP...
[2025-12-30T20:15:37.709014] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-30T20:15:37.709044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-30T20:15:37.720242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-30T20:15:37.720508] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-30T20:15:37.721275] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-30T20:15:37.721327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:37.721357] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:37.721384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:37.721441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:37.783933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:37.784706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:37.784787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:37.784819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:37.904495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:37.904657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:37.904700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:37.904730] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:37.908147] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=69.12%)
[2025-12-30T20:15:37.908434] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-30T20:15:37.908563] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:38.049385] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGNCP.txt
[2025-12-30T20:15:38.049499] [INFO ] [sig       ] [96/3539] Completed AGNCP in 0.3s | 2.86 sym/s | Total: 33.6s | ETA: 20.1m
[2025-12-30T20:15:38.049538] [INFO ] [sig       ] [97/3539] Forecasting AGO...
[2025-12-30T20:15:38.049565] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-30T20:15:38.049614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-30T20:15:38.062017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-30T20:15:38.062295] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-30T20:15:38.063089] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-30T20:15:38.063142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:38.063174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:38.063200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:38.063258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:38.121636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:38.122225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:38.122304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:38.122336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:38.237888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:38.238012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:38.238050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:38.238077] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:38.241381] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-12-30T20:15:38.241668] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-30T20:15:38.241798] [INFO ] [sig       ] AGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:38.384089] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGO.txt
[2025-12-30T20:15:38.384224] [INFO ] [sig       ] [97/3539] Completed AGO in 0.3s | 2.86 sym/s | Total: 33.9s | ETA: 20.0m
[2025-12-30T20:15:38.384265] [INFO ] [sig       ] [98/3539] Forecasting AGRO...
[2025-12-30T20:15:38.384294] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-30T20:15:38.384326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-30T20:15:38.395749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-30T20:15:38.396017] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-30T20:15:38.396816] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-30T20:15:38.396870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:38.396902] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:38.396929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:38.396987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:38.454633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:38.455268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:38.455349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:38.455380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:38.576283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:38.576512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:38.576552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:38.576627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:38.580030] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-30T20:15:38.580299] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-30T20:15:38.580435] [INFO ] [sig       ] AGRO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:38.727355] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGRO.txt
[2025-12-30T20:15:38.727471] [INFO ] [sig       ] [98/3539] Completed AGRO in 0.3s | 2.86 sym/s | Total: 34.2s | ETA: 20.0m
[2025-12-30T20:15:38.727510] [INFO ] [sig       ] [99/3539] Forecasting AGX...
[2025-12-30T20:15:38.727539] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-30T20:15:38.727585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-30T20:15:38.741249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-30T20:15:38.741549] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-30T20:15:38.742350] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-30T20:15:38.742405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:38.742438] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:38.742465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:38.742539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:38.800969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:38.801569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:38.801666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:38.801698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:38.922148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:38.922313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:38.922365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:38.922393] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:38.925959] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-30T20:15:38.926254] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-30T20:15:38.926398] [INFO ] [sig       ] AGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:39.075172] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AGX.txt
[2025-12-30T20:15:39.075307] [INFO ] [sig       ] [99/3539] Completed AGX in 0.3s | 2.86 sym/s | Total: 34.6s | ETA: 20.0m
[2025-12-30T20:15:39.075348] [INFO ] [sig       ] [100/3539] Forecasting AGYS...
[2025-12-30T20:15:39.075376] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-30T20:15:39.075407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-30T20:15:39.088264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-30T20:15:39.088625] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-30T20:15:39.089784] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-30T20:15:39.089838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:39.089869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:39.089894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:39.089952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:39.152724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:39.153442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:39.153532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:39.153565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:39.271405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:39.271553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:39.271612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:39.271641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:39.275020] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-30T20:15:39.275300] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-30T20:15:39.275430] [INFO ] [sig       ] AGYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:39.419002] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGYS.txt
[2025-12-30T20:15:39.419170] [INFO ] [sig       ] [100/3539] Completed AGYS in 0.3s | 2.86 sym/s | Total: 34.9s | ETA: 20.0m
[2025-12-30T20:15:39.419212] [INFO ] [sig       ] [101/3539] Forecasting AGZD...
[2025-12-30T20:15:39.419241] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-30T20:15:39.419271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-30T20:15:39.430404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-30T20:15:39.430736] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-30T20:15:39.431502] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-30T20:15:39.431565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:39.431619] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:39.431646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:39.431705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:39.488339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:39.489001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:39.489084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:39.489116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:39.599704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:39.599849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:39.599891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:39.599919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:39.603319] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-12-30T20:15:39.603614] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-30T20:15:39.603745] [INFO ] [sig       ] AGZD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:39.743838] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AGZD.txt
[2025-12-30T20:15:39.743969] [INFO ] [sig       ] [101/3539] Completed AGZD in 0.3s | 2.87 sym/s | Total: 35.3s | ETA: 20.0m
[2025-12-30T20:15:39.744009] [INFO ] [sig       ] [102/3539] Forecasting AHCO...
[2025-12-30T20:15:39.744037] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-30T20:15:39.744068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-30T20:15:39.755195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-30T20:15:39.755456] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-30T20:15:39.756230] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-30T20:15:39.756285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:39.756317] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:39.756344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:39.756403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:39.813138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:39.813748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:39.813827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:39.813858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:39.931959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:39.932077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:39.932119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:39.932147] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:39.935774] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-30T20:15:39.936042] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-30T20:15:39.936169] [INFO ] [sig       ] AHCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:40.076903] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AHCO.txt
[2025-12-30T20:15:40.077018] [INFO ] [sig       ] [102/3539] Completed AHCO in 0.3s | 2.87 sym/s | Total: 35.6s | ETA: 20.0m
[2025-12-30T20:15:40.077056] [INFO ] [sig       ] [103/3539] Forecasting AHH...
[2025-12-30T20:15:40.077085] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-30T20:15:40.077114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-30T20:15:40.088019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-30T20:15:40.088294] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-30T20:15:40.089095] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-30T20:15:40.089149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:40.089181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:40.089207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:40.089264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:40.149139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:40.149936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:40.150018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:40.150051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:40.273617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:40.273769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:40.273811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:40.273839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:40.277202] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-12-30T20:15:40.277492] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-30T20:15:40.277641] [INFO ] [sig       ] AHH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:40.416889] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AHH.txt
[2025-12-30T20:15:40.417028] [INFO ] [sig       ] [103/3539] Completed AHH in 0.3s | 2.87 sym/s | Total: 35.9s | ETA: 20.0m
[2025-12-30T20:15:40.417067] [INFO ] [sig       ] [104/3539] Forecasting AI...
[2025-12-30T20:15:40.417096] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-30T20:15:40.417127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-30T20:15:40.428615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-30T20:15:40.428913] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-30T20:15:40.429694] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-30T20:15:40.429746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:40.429777] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:40.429803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:40.429860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:40.487006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:40.487646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:40.487726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:40.487758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:40.608018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:40.608160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:40.608201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:40.608235] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:40.611715] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2025-12-30T20:15:40.611988] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-30T20:15:40.612117] [INFO ] [sig       ] AI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:40.752035] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AI.txt
[2025-12-30T20:15:40.752157] [INFO ] [sig       ] [104/3539] Completed AI in 0.3s | 2.87 sym/s | Total: 36.3s | ETA: 20.0m
[2025-12-30T20:15:40.752200] [INFO ] [sig       ] [105/3539] Forecasting AIA...
[2025-12-30T20:15:40.752231] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-30T20:15:40.752261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-30T20:15:40.764157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-30T20:15:40.764537] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-30T20:15:40.765362] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-30T20:15:40.765415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:40.765448] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:40.765476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:40.765541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:40.823475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:40.824136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:40.824219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:40.824281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:40.942158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:40.942317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:40.942360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:40.942388] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:40.945847] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-30T20:15:40.946129] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-30T20:15:40.946258] [INFO ] [sig       ] AIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:41.096589] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIA.txt
[2025-12-30T20:15:41.096753] [INFO ] [sig       ] [105/3539] Completed AIA in 0.3s | 2.87 sym/s | Total: 36.6s | ETA: 20.0m
[2025-12-30T20:15:41.096803] [INFO ] [sig       ] [106/3539] Forecasting AIG...
[2025-12-30T20:15:41.096833] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-30T20:15:41.096866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-30T20:15:41.109096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-30T20:15:41.109418] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-30T20:15:41.110391] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-30T20:15:41.110446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:41.110479] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:41.110507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:41.110566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:41.170319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:41.171063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:41.171145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:41.171177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:41.296312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:41.296474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:41.296518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:41.296545] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:41.299987] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-30T20:15:41.300278] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-30T20:15:41.300408] [INFO ] [sig       ] AIG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:41.440482] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIG.txt
[2025-12-30T20:15:41.440638] [INFO ] [sig       ] [106/3539] Completed AIG in 0.3s | 2.87 sym/s | Total: 36.9s | ETA: 19.9m
[2025-12-30T20:15:41.440680] [INFO ] [sig       ] [107/3539] Forecasting AIMD...
[2025-12-30T20:15:41.440709] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-30T20:15:41.440741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-30T20:15:41.453301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-30T20:15:41.453717] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-30T20:15:41.454554] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-30T20:15:41.454648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:41.454692] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:41.454722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:41.454782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:41.513987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:41.514706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:41.514790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:41.514825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:41.628794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:41.628940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:41.628981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:41.629009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:41.632358] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-12-30T20:15:41.632647] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-30T20:15:41.632774] [INFO ] [sig       ] AIMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:41.774546] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AIMD.txt
[2025-12-30T20:15:41.774701] [INFO ] [sig       ] [107/3539] Completed AIMD in 0.3s | 2.87 sym/s | Total: 37.3s | ETA: 19.9m
[2025-12-30T20:15:41.774741] [INFO ] [sig       ] [108/3539] Forecasting AIO...
[2025-12-30T20:15:41.774769] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-30T20:15:41.774800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-30T20:15:41.786445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-30T20:15:41.786751] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-30T20:15:41.787533] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-30T20:15:41.787609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:41.787651] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:41.787680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:41.787740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:41.848224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:41.848992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:41.849075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:41.849108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:41.968187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:41.968343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:41.968409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:41.968446] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:41.971872] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2025-12-30T20:15:41.972144] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-30T20:15:41.972268] [INFO ] [sig       ] AIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:42.116797] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIO.txt
[2025-12-30T20:15:42.116950] [INFO ] [sig       ] [108/3539] Completed AIO in 0.3s | 2.87 sym/s | Total: 37.6s | ETA: 19.9m
[2025-12-30T20:15:42.116990] [INFO ] [sig       ] [109/3539] Forecasting AIP...
[2025-12-30T20:15:42.117021] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-30T20:15:42.117052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-30T20:15:42.132451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-30T20:15:42.132911] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-30T20:15:42.133829] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-30T20:15:42.133884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:42.133916] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:42.133943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:42.134000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:42.193087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:42.193953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:42.194040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:42.194075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:42.312988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:42.313143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:42.313186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:42.313215] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:42.316840] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-30T20:15:42.317121] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-30T20:15:42.317253] [INFO ] [sig       ] AIP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:42.460520] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIP.txt
[2025-12-30T20:15:42.460688] [INFO ] [sig       ] [109/3539] Completed AIP in 0.3s | 2.87 sym/s | Total: 38.0s | ETA: 19.9m
[2025-12-30T20:15:42.460730] [INFO ] [sig       ] [110/3539] Forecasting AIPI...
[2025-12-30T20:15:42.460758] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-30T20:15:42.460790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-30T20:15:42.472003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-30T20:15:42.472320] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-30T20:15:42.473106] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-30T20:15:42.473159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:42.473191] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:42.473218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:42.473275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:42.530162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:42.530889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:42.530974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:42.531007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:42.649121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:42.649278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:42.649322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:42.649349] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:42.652751] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-12-30T20:15:42.653024] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-30T20:15:42.653171] [INFO ] [sig       ] AIPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:42.793450] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AIPI.txt
[2025-12-30T20:15:42.793642] [INFO ] [sig       ] [110/3539] Completed AIPI in 0.3s | 2.87 sym/s | Total: 38.3s | ETA: 19.9m
[2025-12-30T20:15:42.793686] [INFO ] [sig       ] [111/3539] Forecasting AIQ...
[2025-12-30T20:15:42.793713] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-30T20:15:42.793745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-30T20:15:42.805390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-30T20:15:42.805781] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-30T20:15:42.806565] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-30T20:15:42.806636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:42.806669] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:42.806695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:42.806752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:42.863773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:42.864647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:42.864733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:42.864765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:42.986767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:42.986949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:42.986993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:42.987022] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:42.990633] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=37.45%)
[2025-12-30T20:15:42.990918] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-30T20:15:42.991053] [INFO ] [sig       ] AIQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:43.136912] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIQ.txt
[2025-12-30T20:15:43.137073] [INFO ] [sig       ] [111/3539] Completed AIQ in 0.3s | 2.87 sym/s | Total: 38.6s | ETA: 19.9m
[2025-12-30T20:15:43.137115] [INFO ] [sig       ] [112/3539] Forecasting AIRG...
[2025-12-30T20:15:43.137144] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-30T20:15:43.137174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-30T20:15:43.149599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-30T20:15:43.150026] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-30T20:15:43.150876] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-30T20:15:43.150933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:43.151016] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:43.151049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:43.151110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:43.211833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:43.212771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:43.212861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:43.212894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:43.325999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:43.326157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:43.326199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:43.326230] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:43.329780] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=57.19%)
[2025-12-30T20:15:43.330068] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-30T20:15:43.330200] [INFO ] [sig       ] AIRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:43.477110] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AIRG.txt
[2025-12-30T20:15:43.477264] [INFO ] [sig       ] [112/3539] Completed AIRG in 0.3s | 2.87 sym/s | Total: 39.0s | ETA: 19.9m
[2025-12-30T20:15:43.477309] [INFO ] [sig       ] [113/3539] Forecasting AIRJ...
[2025-12-30T20:15:43.477340] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-30T20:15:43.477372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-30T20:15:43.488861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-30T20:15:43.489631] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-30T20:15:43.491061] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-30T20:15:43.491133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:43.491182] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:43.491223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:43.491318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:43.563518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:43.564655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:43.564778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:43.564828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:43.690425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:43.690605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:43.690654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:43.690684] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:43.694559] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-30T20:15:43.694882] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-30T20:15:43.695026] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:43.842940] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIRJ.txt
[2025-12-30T20:15:43.843078] [INFO ] [sig       ] [113/3539] Completed AIRJ in 0.4s | 2.87 sym/s | Total: 39.4s | ETA: 19.9m
[2025-12-30T20:15:43.843119] [INFO ] [sig       ] [114/3539] Forecasting AIRS...
[2025-12-30T20:15:43.843147] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-30T20:15:43.843178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-30T20:15:43.855158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-30T20:15:43.855525] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-30T20:15:43.856381] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-30T20:15:43.856439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:43.856474] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:43.856502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:43.856560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:43.915644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:43.916375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:43.916468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:43.916501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:44.040109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:44.040268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:44.040309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:44.040339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:44.043919] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-30T20:15:44.044207] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-30T20:15:44.044357] [INFO ] [sig       ] AIRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:44.189893] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AIRS.txt
[2025-12-30T20:15:44.190034] [INFO ] [sig       ] [114/3539] Completed AIRS in 0.3s | 2.87 sym/s | Total: 39.7s | ETA: 19.9m
[2025-12-30T20:15:44.190075] [INFO ] [sig       ] [115/3539] Forecasting AISP...
[2025-12-30T20:15:44.190103] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-30T20:15:44.190135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-30T20:15:44.202892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-30T20:15:44.203260] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-30T20:15:44.204104] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-30T20:15:44.204159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:44.204192] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:44.204220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:44.204280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:44.264441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:44.265254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:44.265351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:44.265393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:44.386859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:44.387018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:44.387061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:44.387125] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:44.391146] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2025-12-30T20:15:44.391441] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-30T20:15:44.391607] [INFO ] [sig       ] AISP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:44.537876] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AISP.txt
[2025-12-30T20:15:44.538015] [INFO ] [sig       ] [115/3539] Completed AISP in 0.3s | 2.87 sym/s | Total: 40.0s | ETA: 19.9m
[2025-12-30T20:15:44.538055] [INFO ] [sig       ] [116/3539] Forecasting AIZN...
[2025-12-30T20:15:44.538090] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-30T20:15:44.538123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-30T20:15:44.549276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-30T20:15:44.549617] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-30T20:15:44.550412] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-30T20:15:44.550466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:44.550499] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:44.550528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:44.550609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:44.610452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:44.611239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:44.611326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:44.611363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:44.721642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:44.721800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:44.721843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:44.721873] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:44.725465] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-30T20:15:44.725778] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-30T20:15:44.725914] [INFO ] [sig       ] AIZN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:44.870260] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AIZN.txt
[2025-12-30T20:15:44.870428] [INFO ] [sig       ] [116/3539] Completed AIZN in 0.3s | 2.87 sym/s | Total: 40.4s | ETA: 19.9m
[2025-12-30T20:15:44.870475] [INFO ] [sig       ] [117/3539] Forecasting AJG...
[2025-12-30T20:15:44.870505] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-30T20:15:44.870537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-30T20:15:44.882599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-30T20:15:44.882921] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-30T20:15:44.883793] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-30T20:15:44.883847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:44.883881] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:44.883908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:44.883969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:44.944136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:44.944872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:44.944960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:44.944993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:45.068838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:45.068989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:45.069032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:45.069065] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:45.072608] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-30T20:15:45.072896] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-30T20:15:45.073029] [INFO ] [sig       ] AJG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:45.214632] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AJG.txt
[2025-12-30T20:15:45.214772] [INFO ] [sig       ] [117/3539] Completed AJG in 0.3s | 2.87 sym/s | Total: 40.7s | ETA: 19.9m
[2025-12-30T20:15:45.214811] [INFO ] [sig       ] [118/3539] Forecasting AKAM...
[2025-12-30T20:15:45.214841] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-30T20:15:45.214874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-30T20:15:45.226624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-30T20:15:45.226961] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-30T20:15:45.227857] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-30T20:15:45.227913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:45.227953] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:45.227981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:45.228040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:45.288886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:45.289810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:45.289904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:45.289938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:45.409480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:45.409845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:45.409888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:45.409915] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:45.413502] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-30T20:15:45.413974] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-30T20:15:45.414102] [INFO ] [sig       ] AKAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:45.560648] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AKAM.txt
[2025-12-30T20:15:45.561007] [INFO ] [sig       ] [118/3539] Completed AKAM in 0.3s | 2.87 sym/s | Total: 41.1s | ETA: 19.8m
[2025-12-30T20:15:45.561048] [INFO ] [sig       ] [119/3539] Forecasting AKBA...
[2025-12-30T20:15:45.561077] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-30T20:15:45.561108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-30T20:15:45.573108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-30T20:15:45.573454] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-30T20:15:45.574464] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-30T20:15:45.574517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:45.574736] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:45.574765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:45.574822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:45.638769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:45.639821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:45.639912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:45.639946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:45.767117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:45.767274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:45.767314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:45.767373] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:45.770857] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-30T20:15:45.771134] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-30T20:15:45.771262] [INFO ] [sig       ] AKBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:45.912084] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AKBA.txt
[2025-12-30T20:15:45.912244] [INFO ] [sig       ] [119/3539] Completed AKBA in 0.4s | 2.87 sym/s | Total: 41.4s | ETA: 19.8m
[2025-12-30T20:15:45.912288] [INFO ] [sig       ] [120/3539] Forecasting AL...
[2025-12-30T20:15:45.912318] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-30T20:15:45.912350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-30T20:15:45.924158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-30T20:15:45.924550] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-30T20:15:45.925480] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-30T20:15:45.925539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:45.925595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:45.925628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:45.925699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:46.004348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:46.005276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:46.005373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:46.005406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:46.132406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:46.132560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:46.132621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:46.132651] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:46.136162] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-30T20:15:46.136456] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-30T20:15:46.136607] [INFO ] [sig       ] AL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:46.282615] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AL.txt
[2025-12-30T20:15:46.282773] [INFO ] [sig       ] [120/3539] Completed AL in 0.4s | 2.87 sym/s | Total: 41.8s | ETA: 19.8m
[2025-12-30T20:15:46.282813] [INFO ] [sig       ] [121/3539] Forecasting ALAB...
[2025-12-30T20:15:46.282842] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-30T20:15:46.282873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-30T20:15:46.298848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-30T20:15:46.299316] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-30T20:15:46.300503] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-30T20:15:46.300592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:46.300647] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:46.300690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:46.300777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:46.369200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:46.370147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:46.370250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:46.370301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:46.504117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:46.504329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:46.504377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:46.504411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:46.508192] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-30T20:15:46.508593] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-30T20:15:46.508764] [INFO ] [sig       ] ALAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:46.663588] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALAB.txt
[2025-12-30T20:15:46.663751] [INFO ] [sig       ] [121/3539] Completed ALAB in 0.4s | 2.87 sym/s | Total: 42.2s | ETA: 19.9m
[2025-12-30T20:15:46.663799] [INFO ] [sig       ] [122/3539] Forecasting ALB...
[2025-12-30T20:15:46.663840] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-30T20:15:46.663880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-30T20:15:46.676088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-30T20:15:46.676479] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-30T20:15:46.677344] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-30T20:15:46.677401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:46.677433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:46.677462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:46.677521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:46.740408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:46.741338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:46.741473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:46.741509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:46.868363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:46.868512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:46.868558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:46.868606] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:46.872329] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-30T20:15:46.872637] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-30T20:15:46.872772] [INFO ] [sig       ] ALB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:47.019392] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALB.txt
[2025-12-30T20:15:47.019549] [INFO ] [sig       ] [122/3539] Completed ALB in 0.4s | 2.87 sym/s | Total: 42.5s | ETA: 19.9m
[2025-12-30T20:15:47.019613] [INFO ] [sig       ] [123/3539] Forecasting ALC...
[2025-12-30T20:15:47.019644] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-30T20:15:47.019674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-30T20:15:47.031837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-30T20:15:47.032260] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-30T20:15:47.033119] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-30T20:15:47.033175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:47.033209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:47.033237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:47.033311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:47.093677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:47.094538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:47.094644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:47.094680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:47.215172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:47.215326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:47.215367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:47.215395] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:47.218880] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-12-30T20:15:47.219149] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-30T20:15:47.219281] [INFO ] [sig       ] ALC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:47.363922] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALC.txt
[2025-12-30T20:15:47.364063] [INFO ] [sig       ] [123/3539] Completed ALC in 0.3s | 2.87 sym/s | Total: 42.9s | ETA: 19.8m
[2025-12-30T20:15:47.364103] [INFO ] [sig       ] [124/3539] Forecasting ALCO...
[2025-12-30T20:15:47.364132] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-30T20:15:47.364162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-30T20:15:47.375480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-30T20:15:47.375933] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-30T20:15:47.376772] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-30T20:15:47.376825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:47.376859] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:47.376886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:47.376945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:47.434612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:47.435424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:47.435510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:47.435542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:47.559054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:47.559221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:47.559266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:47.559295] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:47.563140] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-30T20:15:47.563520] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-30T20:15:47.563697] [INFO ] [sig       ] ALCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:47.734751] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALCO.txt
[2025-12-30T20:15:47.734921] [INFO ] [sig       ] [124/3539] Completed ALCO in 0.4s | 2.87 sym/s | Total: 43.2s | ETA: 19.8m
[2025-12-30T20:15:47.734963] [INFO ] [sig       ] [125/3539] Forecasting ALDX...
[2025-12-30T20:15:47.734992] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-30T20:15:47.735023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-30T20:15:47.746896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-30T20:15:47.747274] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-30T20:15:47.748114] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-30T20:15:47.748168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:47.748201] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:47.748228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:47.748295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:47.811056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:47.811963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:47.812052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:47.812087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:47.944991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:47.945161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:47.945204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:47.945234] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:47.948993] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-30T20:15:47.949348] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-30T20:15:47.949506] [INFO ] [sig       ] ALDX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:48.119403] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALDX.txt
[2025-12-30T20:15:48.119855] [INFO ] [sig       ] [125/3539] Completed ALDX in 0.4s | 2.87 sym/s | Total: 43.6s | ETA: 19.9m
[2025-12-30T20:15:48.119930] [INFO ] [sig       ] [126/3539] Forecasting ALEX...
[2025-12-30T20:15:48.119977] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-30T20:15:48.120025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-30T20:15:48.136930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-30T20:15:48.137385] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-30T20:15:48.138282] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-30T20:15:48.138339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:48.138373] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:48.138400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:48.138459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:48.206671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:48.207851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:48.207951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:48.207983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:48.341421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:48.341605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:48.341651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:48.341679] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:48.345251] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-30T20:15:48.345593] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-30T20:15:48.345734] [INFO ] [sig       ] ALEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:48.496484] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALEX.txt
[2025-12-30T20:15:48.496672] [INFO ] [sig       ] [126/3539] Completed ALEX in 0.4s | 2.86 sym/s | Total: 44.0s | ETA: 19.9m
[2025-12-30T20:15:48.496718] [INFO ] [sig       ] [127/3539] Forecasting ALG...
[2025-12-30T20:15:48.496748] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-30T20:15:48.496786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-30T20:15:48.508650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-30T20:15:48.509079] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-30T20:15:48.509956] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-30T20:15:48.510012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:48.510046] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:48.510075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:48.510134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:48.571001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:48.571920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:48.572018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:48.572051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:48.692317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:48.692475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:48.692516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:48.692547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:48.696525] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-30T20:15:48.696859] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-30T20:15:48.697001] [INFO ] [sig       ] ALG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:48.853048] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALG.txt
[2025-12-30T20:15:48.853214] [INFO ] [sig       ] [127/3539] Completed ALG in 0.4s | 2.86 sym/s | Total: 44.4s | ETA: 19.9m
[2025-12-30T20:15:48.853259] [INFO ] [sig       ] [128/3539] Forecasting ALGM...
[2025-12-30T20:15:48.853300] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-30T20:15:48.853334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-30T20:15:48.865442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-30T20:15:48.865823] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-30T20:15:48.866625] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-30T20:15:48.866866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:48.866898] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:48.866925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:48.866983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:48.934706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:48.935665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:48.935759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:48.935793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:49.062344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:49.062508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:49.062551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:49.062600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:49.066057] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-30T20:15:49.066337] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-30T20:15:49.066472] [INFO ] [sig       ] ALGM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:49.216960] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALGM.txt
[2025-12-30T20:15:49.217160] [INFO ] [sig       ] [128/3539] Completed ALGM in 0.4s | 2.86 sym/s | Total: 44.7s | ETA: 19.9m
[2025-12-30T20:15:49.217210] [INFO ] [sig       ] [129/3539] Forecasting ALGN...
[2025-12-30T20:15:49.217241] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-30T20:15:49.217272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-30T20:15:49.230553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-30T20:15:49.231003] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-30T20:15:49.231894] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-30T20:15:49.231949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:49.232031] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:49.232060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:49.232119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:49.293183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:49.294099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:49.294188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:49.294222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:49.420423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:49.420628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:49.420690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:49.420736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:49.425293] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-30T20:15:49.425679] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-30T20:15:49.425846] [INFO ] [sig       ] ALGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:49.592175] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALGN.txt
[2025-12-30T20:15:49.592345] [INFO ] [sig       ] [129/3539] Completed ALGN in 0.4s | 2.86 sym/s | Total: 45.1s | ETA: 19.9m
[2025-12-30T20:15:49.592395] [INFO ] [sig       ] [130/3539] Forecasting ALGS...
[2025-12-30T20:15:49.592425] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-30T20:15:49.592457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-30T20:15:49.604490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-30T20:15:49.605105] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-30T20:15:49.606219] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-30T20:15:49.606276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:49.606317] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:49.606345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:49.606422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:49.665544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:49.666473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:49.666564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:49.666619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:49.788474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:49.788653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:49.788698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:49.788750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:49.792216] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-30T20:15:49.792497] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-30T20:15:49.792647] [INFO ] [sig       ] ALGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:49.994355] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALGS.txt
[2025-12-30T20:15:49.994526] [INFO ] [sig       ] [130/3539] Completed ALGS in 0.4s | 2.86 sym/s | Total: 45.5s | ETA: 19.9m
[2025-12-30T20:15:49.994591] [INFO ] [sig       ] [131/3539] Forecasting ALHC...
[2025-12-30T20:15:49.994626] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-30T20:15:49.994657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-30T20:15:50.012450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-30T20:15:50.012866] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-30T20:15:50.013683] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-30T20:15:50.013736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:50.013769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:50.013796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:50.013855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:50.073455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:50.074346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:50.074433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:50.074466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:50.194062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:50.194221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:50.194263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:50.194291] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:50.197989] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-30T20:15:50.198277] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-30T20:15:50.198417] [INFO ] [sig       ] ALHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:50.344198] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALHC.txt
[2025-12-30T20:15:50.344364] [INFO ] [sig       ] [131/3539] Completed ALHC in 0.3s | 2.86 sym/s | Total: 45.9s | ETA: 19.9m
[2025-12-30T20:15:50.344405] [INFO ] [sig       ] [132/3539] Forecasting ALK...
[2025-12-30T20:15:50.344436] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-30T20:15:50.344469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-30T20:15:50.357189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-30T20:15:50.357614] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-30T20:15:50.358410] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-30T20:15:50.358465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:50.358500] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:50.358527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:50.358611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:50.416365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:50.417266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:50.417354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:50.417387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:50.542241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:50.542418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:50.542461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:50.542520] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:50.546189] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-30T20:15:50.546593] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-30T20:15:50.546751] [INFO ] [sig       ] ALK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:50.697472] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALK.txt
[2025-12-30T20:15:50.697659] [INFO ] [sig       ] [132/3539] Completed ALK in 0.4s | 2.86 sym/s | Total: 46.2s | ETA: 19.9m
[2025-12-30T20:15:50.697705] [INFO ] [sig       ] [133/3539] Forecasting ALKS...
[2025-12-30T20:15:50.697736] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-30T20:15:50.697767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-30T20:15:50.710742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-30T20:15:50.711369] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-30T20:15:50.712433] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-30T20:15:50.712491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:50.712524] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:50.712551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:50.712636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:50.772093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:50.773032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:50.773123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:50.773156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:50.894829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:50.894988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:50.895027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:50.895055] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:50.898484] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=61.53%)
[2025-12-30T20:15:50.898849] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-30T20:15:50.898998] [INFO ] [sig       ] ALKS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:51.047331] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALKS.txt
[2025-12-30T20:15:51.047528] [INFO ] [sig       ] [133/3539] Completed ALKS in 0.3s | 2.86 sym/s | Total: 46.6s | ETA: 19.9m
[2025-12-30T20:15:51.047590] [INFO ] [sig       ] [134/3539] Forecasting ALL...
[2025-12-30T20:15:51.047623] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-30T20:15:51.047655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-30T20:15:51.060109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-30T20:15:51.060503] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-30T20:15:51.061326] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-30T20:15:51.061379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:51.061411] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:51.061438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:51.061497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:51.119834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:51.120791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:51.120883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:51.120916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:51.243169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:51.243332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:51.243374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:51.243402] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:51.247099] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-30T20:15:51.247416] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-30T20:15:51.247556] [INFO ] [sig       ] ALL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:51.393057] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALL.txt
[2025-12-30T20:15:51.393227] [INFO ] [sig       ] [134/3539] Completed ALL in 0.3s | 2.86 sym/s | Total: 46.9s | ETA: 19.9m
[2025-12-30T20:15:51.393270] [INFO ] [sig       ] [135/3539] Forecasting ALLE...
[2025-12-30T20:15:51.393299] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-30T20:15:51.393331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-30T20:15:51.405459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-30T20:15:51.405893] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-30T20:15:51.406720] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-30T20:15:51.406773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:51.406805] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:51.406832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:51.406890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:51.465464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:51.466570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:51.466875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:51.466908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:51.587258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:51.587416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:51.587458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:51.587486] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:51.591034] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-30T20:15:51.591372] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-30T20:15:51.591513] [INFO ] [sig       ] ALLE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:51.740131] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALLE.txt
[2025-12-30T20:15:51.740294] [INFO ] [sig       ] [135/3539] Completed ALLE in 0.3s | 2.86 sym/s | Total: 47.2s | ETA: 19.9m
[2025-12-30T20:15:51.740337] [INFO ] [sig       ] [136/3539] Forecasting ALLO...
[2025-12-30T20:15:51.740366] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-30T20:15:51.740397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-30T20:15:51.753200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-30T20:15:51.753613] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-30T20:15:51.754911] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-30T20:15:51.754979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:51.755013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:51.755039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:51.755098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:51.818639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:51.819962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:51.820051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:51.820086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:51.940483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:51.940642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:51.940683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:51.940712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:51.944019] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-30T20:15:51.944290] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-30T20:15:51.944414] [INFO ] [sig       ] ALLO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:52.089783] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALLO.txt
[2025-12-30T20:15:52.089941] [INFO ] [sig       ] [136/3539] Completed ALLO in 0.3s | 2.86 sym/s | Total: 47.6s | ETA: 19.9m
[2025-12-30T20:15:52.089983] [INFO ] [sig       ] [137/3539] Forecasting ALLY...
[2025-12-30T20:15:52.090012] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-30T20:15:52.090043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-30T20:15:52.101621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-30T20:15:52.101972] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-30T20:15:52.102784] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-30T20:15:52.102837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:52.102869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:52.102896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:52.102953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:52.164150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:52.165071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:52.165166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:52.165200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:52.289661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:52.289819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:52.289861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:52.289889] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:52.293297] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-30T20:15:52.293599] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-30T20:15:52.293928] [INFO ] [sig       ] ALLY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:52.438163] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALLY.txt
[2025-12-30T20:15:52.438328] [INFO ] [sig       ] [137/3539] Completed ALLY in 0.3s | 2.86 sym/s | Total: 47.9s | ETA: 19.8m
[2025-12-30T20:15:52.438375] [INFO ] [sig       ] [138/3539] Forecasting ALMS...
[2025-12-30T20:15:52.438406] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-30T20:15:52.438437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-30T20:15:52.450668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-30T20:15:52.451064] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-30T20:15:52.451969] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-30T20:15:52.452026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:52.452059] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:52.452086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:52.452145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:52.513784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:52.514681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:52.514774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:52.514809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:52.640504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:52.640681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:52.640723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:52.640752] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:52.644385] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-30T20:15:52.644774] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-30T20:15:52.644926] [INFO ] [sig       ] ALMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:52.791872] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALMS.txt
[2025-12-30T20:15:52.792033] [INFO ] [sig       ] [138/3539] Completed ALMS in 0.4s | 2.86 sym/s | Total: 48.3s | ETA: 19.8m
[2025-12-30T20:15:52.792074] [INFO ] [sig       ] [139/3539] Forecasting ALNY...
[2025-12-30T20:15:52.792105] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-30T20:15:52.792136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-30T20:15:52.804673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-30T20:15:52.805094] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-30T20:15:52.806002] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-30T20:15:52.806058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:52.806091] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:52.806119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:52.806178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:52.867317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:52.868283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:52.868437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:52.868488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:52.988477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:52.988655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:52.988699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:52.988748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:52.992171] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-30T20:15:52.992467] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-30T20:15:52.992623] [INFO ] [sig       ] ALNY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:53.141303] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALNY.txt
[2025-12-30T20:15:53.141452] [INFO ] [sig       ] [139/3539] Completed ALNY in 0.3s | 2.86 sym/s | Total: 48.7s | ETA: 19.8m
[2025-12-30T20:15:53.141499] [INFO ] [sig       ] [140/3539] Forecasting ALRM...
[2025-12-30T20:15:53.141529] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-30T20:15:53.141560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-30T20:15:53.154268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-30T20:15:53.154691] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-30T20:15:53.155475] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-30T20:15:53.155528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:53.155559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:53.155617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:53.155677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:53.217363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:53.218292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:53.218382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:53.218417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:53.342202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:53.342354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:53.342394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:53.342423] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:53.346003] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-30T20:15:53.346287] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-30T20:15:53.346421] [INFO ] [sig       ] ALRM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:53.493316] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALRM.txt
[2025-12-30T20:15:53.493475] [INFO ] [sig       ] [140/3539] Completed ALRM in 0.4s | 2.86 sym/s | Total: 49.0s | ETA: 19.8m
[2025-12-30T20:15:53.493518] [INFO ] [sig       ] [141/3539] Forecasting ALRS...
[2025-12-30T20:15:53.493547] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-30T20:15:53.493598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-30T20:15:53.506454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-30T20:15:53.506962] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-30T20:15:53.507824] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-30T20:15:53.507878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:53.507911] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:53.507938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:53.507998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:53.571881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:53.572765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:53.572854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:53.572889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:53.690471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:53.690646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:53.690689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:53.690719] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:53.694101] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-30T20:15:53.694416] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-30T20:15:53.694547] [INFO ] [sig       ] ALRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:53.838417] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALRS.txt
[2025-12-30T20:15:53.838603] [INFO ] [sig       ] [141/3539] Completed ALRS in 0.3s | 2.86 sym/s | Total: 49.3s | ETA: 19.8m
[2025-12-30T20:15:53.838646] [INFO ] [sig       ] [142/3539] Forecasting ALSN...
[2025-12-30T20:15:53.838686] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-30T20:15:53.838752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-30T20:15:53.851030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-30T20:15:53.851429] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-30T20:15:53.852249] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-30T20:15:53.852304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:53.852336] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:53.852363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:53.852421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:53.916388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:53.917332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:53.917433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:53.917467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:54.039071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:54.039235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:54.039279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:54.039310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:54.043342] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=70.95%)
[2025-12-30T20:15:54.043697] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-30T20:15:54.043842] [INFO ] [sig       ] ALSN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:54.193438] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALSN.txt
[2025-12-30T20:15:54.193669] [INFO ] [sig       ] [142/3539] Completed ALSN in 0.4s | 2.86 sym/s | Total: 49.7s | ETA: 19.8m
[2025-12-30T20:15:54.193723] [INFO ] [sig       ] [143/3539] Forecasting ALTG...
[2025-12-30T20:15:54.193754] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-30T20:15:54.193785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-30T20:15:54.205886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-30T20:15:54.206310] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-30T20:15:54.207134] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-30T20:15:54.207188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:54.207220] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:54.207246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:54.207304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:54.268938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:54.269882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:54.269981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:54.270015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:54.391202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:54.391361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:54.391418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:54.391449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:54.395009] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-30T20:15:54.395359] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-30T20:15:54.395502] [INFO ] [sig       ] ALTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:54.544183] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALTG.txt
[2025-12-30T20:15:54.544335] [INFO ] [sig       ] [143/3539] Completed ALTG in 0.4s | 2.86 sym/s | Total: 50.1s | ETA: 19.8m
[2025-12-30T20:15:54.544375] [INFO ] [sig       ] [144/3539] Forecasting ALTI...
[2025-12-30T20:15:54.544404] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-30T20:15:54.544435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-30T20:15:54.557451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-30T20:15:54.557804] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-30T20:15:54.558596] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-30T20:15:54.558649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:54.558681] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:54.558708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:54.558797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:54.618237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:54.618929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:54.619010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:54.619042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:54.738220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:54.738365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:54.738408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:54.738437] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:54.741999] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-30T20:15:54.742280] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-30T20:15:54.742412] [INFO ] [sig       ] ALTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:54.885338] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALTI.txt
[2025-12-30T20:15:54.885479] [INFO ] [sig       ] [144/3539] Completed ALTI in 0.3s | 2.86 sym/s | Total: 50.4s | ETA: 19.8m
[2025-12-30T20:15:54.885520] [INFO ] [sig       ] [145/3539] Forecasting ALTS...
[2025-12-30T20:15:54.885548] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-30T20:15:54.885595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-30T20:15:54.896966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-30T20:15:54.897236] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-30T20:15:54.898039] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-30T20:15:54.898098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:54.898131] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:54.898158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:54.898217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:54.958265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:54.959053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:54.959141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:54.959174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:55.088048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:55.088205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:55.088249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:55.088279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:55.091980] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-30T20:15:55.092262] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-30T20:15:55.092394] [INFO ] [sig       ] ALTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:55.235676] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALTS.txt
[2025-12-30T20:15:55.235807] [INFO ] [sig       ] [145/3539] Completed ALTS in 0.4s | 2.86 sym/s | Total: 50.7s | ETA: 19.8m
[2025-12-30T20:15:55.235845] [INFO ] [sig       ] [146/3539] Forecasting ALTY...
[2025-12-30T20:15:55.235873] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-30T20:15:55.235905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-30T20:15:55.247760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-30T20:15:55.248116] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-30T20:15:55.248985] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-30T20:15:55.249039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:55.249096] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:55.249125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:55.249185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:55.308782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:55.309453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:55.309533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:55.309565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:55.415550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:55.415724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:55.415767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:55.415795] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:55.419269] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-30T20:15:55.419565] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-30T20:15:55.419726] [INFO ] [sig       ] ALTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:55.563360] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALTY.txt
[2025-12-30T20:15:55.563488] [INFO ] [sig       ] [146/3539] Completed ALTY in 0.3s | 2.86 sym/s | Total: 51.1s | ETA: 19.8m
[2025-12-30T20:15:55.563527] [INFO ] [sig       ] [147/3539] Forecasting ALVO...
[2025-12-30T20:15:55.563557] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-30T20:15:55.563605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-30T20:15:55.576189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-30T20:15:55.576646] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-30T20:15:55.577452] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-30T20:15:55.577506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:55.577551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:55.577597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:55.577658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:55.639173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:55.640073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:55.640185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:55.640220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:55.760726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:55.760888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:55.760932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:55.760960] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:55.764411] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-30T20:15:55.764726] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-30T20:15:55.764863] [INFO ] [sig       ] ALVO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:55.907164] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ALVO.txt
[2025-12-30T20:15:55.907294] [INFO ] [sig       ] [147/3539] Completed ALVO in 0.3s | 2.86 sym/s | Total: 51.4s | ETA: 19.8m
[2025-12-30T20:15:55.907333] [INFO ] [sig       ] [148/3539] Forecasting ALX...
[2025-12-30T20:15:55.907363] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-30T20:15:55.907394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-30T20:15:55.919135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-30T20:15:55.919460] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-30T20:15:55.920269] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-30T20:15:55.920322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:55.920354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:55.920380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:55.920437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:55.978560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:55.979283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:55.979371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:55.979403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:56.091628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:56.091780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:56.091822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:56.091850] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:56.095230] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-30T20:15:56.095503] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-30T20:15:56.095653] [INFO ] [sig       ] ALX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:56.236389] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALX.txt
[2025-12-30T20:15:56.236518] [INFO ] [sig       ] [148/3539] Completed ALX in 0.3s | 2.86 sym/s | Total: 51.7s | ETA: 19.8m
[2025-12-30T20:15:56.236558] [INFO ] [sig       ] [149/3539] Forecasting ALXO...
[2025-12-30T20:15:56.236604] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-30T20:15:56.236638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-30T20:15:56.249563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-30T20:15:56.250017] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-30T20:15:56.250874] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-30T20:15:56.250928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:56.250961] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:56.250989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:56.251048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:56.309539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:56.310474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:56.310563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:56.310616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:56.426872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:56.427026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:56.427067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:56.427128] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:56.431735] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-30T20:15:56.432019] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-30T20:15:56.432153] [INFO ] [sig       ] ALXO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:56.577549] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALXO.txt
[2025-12-30T20:15:56.577748] [INFO ] [sig       ] [149/3539] Completed ALXO in 0.3s | 2.86 sym/s | Total: 52.1s | ETA: 19.8m
[2025-12-30T20:15:56.577791] [INFO ] [sig       ] [150/3539] Forecasting ALZN...
[2025-12-30T20:15:56.577821] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-30T20:15:56.577853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-30T20:15:56.590717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-30T20:15:56.591208] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-30T20:15:56.592057] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-30T20:15:56.592113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:56.592146] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:56.592172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:56.592230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:56.651500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:56.652346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:56.652436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:56.652468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:56.779904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:56.780077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:56.780125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:56.780163] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:56.783762] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-30T20:15:56.784055] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-30T20:15:56.784192] [INFO ] [sig       ] ALZN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:56.931706] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ALZN.txt
[2025-12-30T20:15:56.931841] [INFO ] [sig       ] [150/3539] Completed ALZN in 0.4s | 2.86 sym/s | Total: 52.4s | ETA: 19.7m
[2025-12-30T20:15:56.931887] [INFO ] [sig       ] [151/3539] Forecasting AM...
[2025-12-30T20:15:56.931917] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-30T20:15:56.931948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-30T20:15:56.944615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-30T20:15:56.944943] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-30T20:15:56.945733] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-30T20:15:56.945786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:56.945966] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:56.945992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:56.946051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:57.010990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:57.011926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:57.012034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:57.012070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:57.130645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:57.130791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:57.130838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:57.130869] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:57.134423] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-30T20:15:57.134731] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-30T20:15:57.134865] [INFO ] [sig       ] AM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:57.283309] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AM.txt
[2025-12-30T20:15:57.283444] [INFO ] [sig       ] [151/3539] Completed AM in 0.4s | 2.86 sym/s | Total: 52.8s | ETA: 19.7m
[2025-12-30T20:15:57.283482] [INFO ] [sig       ] [152/3539] Forecasting AMAL...
[2025-12-30T20:15:57.283513] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-30T20:15:57.283545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-30T20:15:57.295439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-30T20:15:57.295787] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-30T20:15:57.296592] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-30T20:15:57.296645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:57.296682] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:57.296708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:57.296767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:57.358421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:57.359350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:57.359441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:57.359477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:57.482801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:57.482957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:57.483000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:57.483027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:57.486453] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-30T20:15:57.486767] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-30T20:15:57.486903] [INFO ] [sig       ] AMAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:57.631998] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMAL.txt
[2025-12-30T20:15:57.632130] [INFO ] [sig       ] [152/3539] Completed AMAL in 0.3s | 2.86 sym/s | Total: 53.1s | ETA: 19.7m
[2025-12-30T20:15:57.632170] [INFO ] [sig       ] [153/3539] Forecasting AMBA...
[2025-12-30T20:15:57.632199] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-30T20:15:57.632230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-30T20:15:57.643175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-30T20:15:57.643456] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-30T20:15:57.644239] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-30T20:15:57.644292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:57.644324] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:57.644352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:57.644409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:57.701925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:57.702638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:57.702720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:57.702752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:57.825917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:57.826070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:57.826111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:57.826138] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:57.829522] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-30T20:15:57.829816] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-30T20:15:57.829945] [INFO ] [sig       ] AMBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:57.972359] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMBA.txt
[2025-12-30T20:15:57.972491] [INFO ] [sig       ] [153/3539] Completed AMBA in 0.3s | 2.86 sym/s | Total: 53.5s | ETA: 19.7m
[2025-12-30T20:15:57.972551] [INFO ] [sig       ] [154/3539] Forecasting AMBP...
[2025-12-30T20:15:57.972601] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-30T20:15:57.972640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-30T20:15:57.983856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-30T20:15:57.984169] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-30T20:15:57.984957] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-30T20:15:57.985010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:57.985041] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:57.985068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:57.985126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:58.051529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:58.052407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:58.052495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:58.052530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:58.173117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:58.173266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:58.173309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:58.173353] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:58.176820] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=47.60%)
[2025-12-30T20:15:58.177092] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-30T20:15:58.177222] [INFO ] [sig       ] AMBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:58.321068] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMBP.txt
[2025-12-30T20:15:58.321224] [INFO ] [sig       ] [154/3539] Completed AMBP in 0.3s | 2.86 sym/s | Total: 53.8s | ETA: 19.7m
[2025-12-30T20:15:58.321268] [INFO ] [sig       ] [155/3539] Forecasting AMC...
[2025-12-30T20:15:58.321297] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-30T20:15:58.321329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-30T20:15:58.333688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-30T20:15:58.334277] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-30T20:15:58.335106] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-30T20:15:58.335160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:58.335193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:58.335220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:58.335280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:58.395799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:58.396727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:58.396827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:58.397052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:58.524710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:58.524878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:58.524920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:58.524948] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:58.529096] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-30T20:15:58.529395] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-30T20:15:58.529552] [INFO ] [sig       ] AMC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:58.698111] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMC.txt
[2025-12-30T20:15:58.698246] [INFO ] [sig       ] [155/3539] Completed AMC in 0.4s | 2.86 sym/s | Total: 54.2s | ETA: 19.7m
[2025-12-30T20:15:58.698286] [INFO ] [sig       ] [156/3539] Forecasting AMCX...
[2025-12-30T20:15:58.698316] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-30T20:15:58.698346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-30T20:15:58.711230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-30T20:15:58.711529] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-30T20:15:58.712342] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-30T20:15:58.712395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:58.712427] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:58.712454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:58.712511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:58.772617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:58.773726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:58.773864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:58.773898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:58.895553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:58.895731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:58.895775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:58.895804] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:58.899296] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-30T20:15:58.899616] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-30T20:15:58.899756] [INFO ] [sig       ] AMCX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:59.055241] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMCX.txt
[2025-12-30T20:15:59.055376] [INFO ] [sig       ] [156/3539] Completed AMCX in 0.4s | 2.86 sym/s | Total: 54.6s | ETA: 19.7m
[2025-12-30T20:15:59.055416] [INFO ] [sig       ] [157/3539] Forecasting AMD...
[2025-12-30T20:15:59.055446] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-30T20:15:59.055477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-30T20:15:59.066835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-30T20:15:59.067141] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-30T20:15:59.067972] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-30T20:15:59.068025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:59.068056] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:59.068083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:59.068141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:59.128030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:59.128747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:59.128841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:59.128877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:59.256258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:59.256413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:59.256455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:59.256484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:59.259892] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-30T20:15:59.260164] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-30T20:15:59.260292] [INFO ] [sig       ] AMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:15:59.406395] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMD.txt
[2025-12-30T20:15:59.406535] [INFO ] [sig       ] [157/3539] Completed AMD in 0.4s | 2.86 sym/s | Total: 54.9s | ETA: 19.7m
[2025-12-30T20:15:59.406592] [INFO ] [sig       ] [158/3539] Forecasting AMDL...
[2025-12-30T20:15:59.406623] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-30T20:15:59.406654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-30T20:15:59.418647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-30T20:15:59.419017] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-30T20:15:59.419850] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-30T20:15:59.419906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:59.419940] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:59.419996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:59.420061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:59.481800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:59.482521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:59.482628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:59.482664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:59.611064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:59.611227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:59.611273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:59.611304] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:59.614933] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-30T20:15:59.615217] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-30T20:15:59.615349] [INFO ] [sig       ] AMDL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:15:59.765869] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMDL.txt
[2025-12-30T20:15:59.766036] [INFO ] [sig       ] [158/3539] Completed AMDL in 0.4s | 2.86 sym/s | Total: 55.3s | ETA: 19.7m
[2025-12-30T20:15:59.766082] [INFO ] [sig       ] [159/3539] Forecasting AME...
[2025-12-30T20:15:59.766136] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-30T20:15:59.766188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-30T20:15:59.777945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-30T20:15:59.778272] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-30T20:15:59.779116] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-30T20:15:59.779171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:15:59.779211] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:15:59.779245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:15:59.779321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:15:59.840261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:15:59.841190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:15:59.841280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:15:59.841317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:15:59.969226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:15:59.969384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:15:59.969427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:15:59.969460] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:15:59.973020] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-30T20:15:59.973304] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-30T20:15:59.973458] [INFO ] [sig       ] AME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:00.134640] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AME.txt
[2025-12-30T20:16:00.134863] [INFO ] [sig       ] [159/3539] Completed AME in 0.4s | 2.86 sym/s | Total: 55.6s | ETA: 19.7m
[2025-12-30T20:16:00.134917] [INFO ] [sig       ] [160/3539] Forecasting AMG...
[2025-12-30T20:16:00.134952] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-30T20:16:00.134986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-30T20:16:00.146859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-30T20:16:00.147208] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-30T20:16:00.148071] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-30T20:16:00.148132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:00.148182] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:00.148234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:00.148300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:00.209648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:00.210538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:00.210703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:00.210744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:00.342657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:00.342829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:00.342876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:00.342909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:00.347110] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-30T20:16:00.347435] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-30T20:16:00.347607] [INFO ] [sig       ] AMG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:00.497903] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMG.txt
[2025-12-30T20:16:00.498059] [INFO ] [sig       ] [160/3539] Completed AMG in 0.4s | 2.86 sym/s | Total: 56.0s | ETA: 19.7m
[2025-12-30T20:16:00.498099] [INFO ] [sig       ] [161/3539] Forecasting AMGN...
[2025-12-30T20:16:00.498129] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-30T20:16:00.498162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-30T20:16:00.509528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-30T20:16:00.509900] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-30T20:16:00.510730] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-30T20:16:00.510785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:00.510819] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:00.510848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:00.510909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:00.570936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:00.571842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:00.571930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:00.571966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:00.689902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:00.690043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:00.690087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:00.690118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:00.693663] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-30T20:16:00.693956] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-30T20:16:00.694092] [INFO ] [sig       ] AMGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:00.853074] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMGN.txt
[2025-12-30T20:16:00.853236] [INFO ] [sig       ] [161/3539] Completed AMGN in 0.4s | 2.86 sym/s | Total: 56.4s | ETA: 19.7m
[2025-12-30T20:16:00.853278] [INFO ] [sig       ] [162/3539] Forecasting AMH...
[2025-12-30T20:16:00.853309] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-30T20:16:00.853345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-30T20:16:00.865507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-30T20:16:00.865895] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-30T20:16:00.866773] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-30T20:16:00.866830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:00.866865] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:00.866895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:00.866956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:00.928398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:00.929284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:00.929368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:00.929400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:01.049738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:01.049893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:01.049934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:01.049962] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:01.053379] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-30T20:16:01.053676] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-30T20:16:01.053807] [INFO ] [sig       ] AMH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:01.204118] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMH.txt
[2025-12-30T20:16:01.204276] [INFO ] [sig       ] [162/3539] Completed AMH in 0.4s | 2.86 sym/s | Total: 56.7s | ETA: 19.7m
[2025-12-30T20:16:01.204317] [INFO ] [sig       ] [163/3539] Forecasting AMLX...
[2025-12-30T20:16:01.204347] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-30T20:16:01.204379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-30T20:16:01.216260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-30T20:16:01.216648] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-30T20:16:01.217523] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-30T20:16:01.217610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:01.217702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:01.217741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:01.217819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:01.279487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:01.280615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:01.280725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:01.280789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:01.408540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:01.408757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:01.408815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:01.408848] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:01.413050] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-30T20:16:01.413566] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-30T20:16:01.413732] [INFO ] [sig       ] AMLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:01.558559] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMLX.txt
[2025-12-30T20:16:01.558759] [INFO ] [sig       ] [163/3539] Completed AMLX in 0.4s | 2.86 sym/s | Total: 57.1s | ETA: 19.7m
[2025-12-30T20:16:01.558803] [INFO ] [sig       ] [164/3539] Forecasting AMN...
[2025-12-30T20:16:01.558833] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-30T20:16:01.558864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-30T20:16:01.570180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-30T20:16:01.570544] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-30T20:16:01.571367] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-30T20:16:01.571420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:01.571451] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:01.571478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:01.571536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:01.632201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:01.633189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:01.633302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:01.633337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:01.753984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:01.754144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:01.754188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:01.754218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:01.757799] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-30T20:16:01.758090] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-30T20:16:01.758229] [INFO ] [sig       ] AMN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:01.913837] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMN.txt
[2025-12-30T20:16:01.914001] [INFO ] [sig       ] [164/3539] Completed AMN in 0.4s | 2.86 sym/s | Total: 57.4s | ETA: 19.7m
[2025-12-30T20:16:01.914044] [INFO ] [sig       ] [165/3539] Forecasting AMP...
[2025-12-30T20:16:01.914073] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-30T20:16:01.914104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-30T20:16:01.926329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-30T20:16:01.926762] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-30T20:16:01.927603] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-30T20:16:01.927660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:01.927695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:01.927723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:01.927783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:01.988131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:01.989072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:01.989164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:01.989199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:02.110314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:02.110476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:02.110519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:02.110549] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:02.114142] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-30T20:16:02.114432] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-30T20:16:02.114590] [INFO ] [sig       ] AMP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:02.267290] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMP.txt
[2025-12-30T20:16:02.267446] [INFO ] [sig       ] [165/3539] Completed AMP in 0.4s | 2.86 sym/s | Total: 57.8s | ETA: 19.7m
[2025-12-30T20:16:02.267488] [INFO ] [sig       ] [166/3539] Forecasting AMPG...
[2025-12-30T20:16:02.267517] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-30T20:16:02.267549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-30T20:16:02.279909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-30T20:16:02.280275] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-30T20:16:02.281146] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-30T20:16:02.281200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:02.281233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:02.281260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:02.281319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:02.338195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:02.339008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:02.339095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:02.339129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:02.461360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:02.461521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:02.461564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:02.461641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:02.465108] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-30T20:16:02.465393] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-30T20:16:02.465527] [INFO ] [sig       ] AMPG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:02.609150] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMPG.txt
[2025-12-30T20:16:02.609308] [INFO ] [sig       ] [166/3539] Completed AMPG in 0.3s | 2.86 sym/s | Total: 58.1s | ETA: 19.7m
[2025-12-30T20:16:02.609350] [INFO ] [sig       ] [167/3539] Forecasting AMPH...
[2025-12-30T20:16:02.609381] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-30T20:16:02.609412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-30T20:16:02.621320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-30T20:16:02.621686] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-30T20:16:02.622502] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-30T20:16:02.622555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:02.622608] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:02.622636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:02.622694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:02.681456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:02.682344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:02.682431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:02.682464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:02.807876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:02.808053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:02.808097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:02.808127] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:02.811767] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-30T20:16:02.812045] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-30T20:16:02.812183] [INFO ] [sig       ] AMPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:02.954640] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMPH.txt
[2025-12-30T20:16:02.954807] [INFO ] [sig       ] [167/3539] Completed AMPH in 0.3s | 2.86 sym/s | Total: 58.5s | ETA: 19.7m
[2025-12-30T20:16:02.954858] [INFO ] [sig       ] [168/3539] Forecasting AMPL...
[2025-12-30T20:16:02.954893] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-30T20:16:02.954928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-30T20:16:02.967371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-30T20:16:02.967804] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-30T20:16:02.968622] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-30T20:16:02.968675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:02.968707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:02.968771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:02.968834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:03.027058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:03.027917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:03.028008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:03.028040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:03.146077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:03.146237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:03.146277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:03.146308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:03.150170] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-30T20:16:03.150506] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-30T20:16:03.150690] [INFO ] [sig       ] AMPL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:03.289951] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMPL.txt
[2025-12-30T20:16:03.290090] [INFO ] [sig       ] [168/3539] Completed AMPL in 0.3s | 2.86 sym/s | Total: 58.8s | ETA: 19.7m
[2025-12-30T20:16:03.290131] [INFO ] [sig       ] [169/3539] Forecasting AMPX...
[2025-12-30T20:16:03.290160] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-30T20:16:03.290192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-30T20:16:03.301793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-30T20:16:03.302141] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-30T20:16:03.302940] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-30T20:16:03.302993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:03.303025] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:03.303052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:03.303111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:03.362184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:03.363092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:03.363178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:03.363210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:03.486100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:03.486256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:03.486298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:03.486326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:03.489757] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-12-30T20:16:03.490037] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-30T20:16:03.490171] [INFO ] [sig       ] AMPX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:03.635333] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMPX.txt
[2025-12-30T20:16:03.635540] [INFO ] [sig       ] [169/3539] Completed AMPX in 0.3s | 2.86 sym/s | Total: 59.1s | ETA: 19.7m
[2025-12-30T20:16:03.635626] [INFO ] [sig       ] [170/3539] Forecasting AMRC...
[2025-12-30T20:16:03.635676] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-30T20:16:03.635723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-30T20:16:03.647751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-30T20:16:03.648029] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-30T20:16:03.648884] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-30T20:16:03.648941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:03.648977] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:03.649003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:03.649062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:03.707164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:03.707935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:03.708023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:03.708056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:03.836561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:03.836805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:03.836857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:03.836886] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:03.840538] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-30T20:16:03.840855] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-30T20:16:03.840989] [INFO ] [sig       ] AMRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:03.981229] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMRC.txt
[2025-12-30T20:16:03.981356] [INFO ] [sig       ] [170/3539] Completed AMRC in 0.3s | 2.86 sym/s | Total: 59.5s | ETA: 19.6m
[2025-12-30T20:16:03.981398] [INFO ] [sig       ] [171/3539] Forecasting AMRN...
[2025-12-30T20:16:03.981427] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-30T20:16:03.981459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-30T20:16:03.993889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-30T20:16:03.994191] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-30T20:16:03.995028] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-30T20:16:03.995095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:03.995129] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:03.995159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:03.995223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:04.055858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:04.056683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:04.056773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:04.056808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:04.181746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:04.181910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:04.181955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:04.181985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:04.185888] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-30T20:16:04.186173] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-30T20:16:04.186308] [INFO ] [sig       ] AMRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:04.328158] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMRN.txt
[2025-12-30T20:16:04.328299] [INFO ] [sig       ] [171/3539] Completed AMRN in 0.3s | 2.86 sym/s | Total: 59.8s | ETA: 19.6m
[2025-12-30T20:16:04.328340] [INFO ] [sig       ] [172/3539] Forecasting AMRX...
[2025-12-30T20:16:04.328369] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-30T20:16:04.328402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-30T20:16:04.340849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-30T20:16:04.341227] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-30T20:16:04.342023] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-30T20:16:04.342076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:04.342107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:04.342134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:04.342197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:04.400108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:04.401042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:04.401334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:04.401365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:04.523680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:04.523850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:04.523899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:04.523935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:04.527392] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-30T20:16:04.527741] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-30T20:16:04.527884] [INFO ] [sig       ] AMRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:04.676869] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMRX.txt
[2025-12-30T20:16:04.677043] [INFO ] [sig       ] [172/3539] Completed AMRX in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:04.677086] [INFO ] [sig       ] [173/3539] Forecasting AMSC...
[2025-12-30T20:16:04.677115] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-30T20:16:04.677147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-30T20:16:04.690108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-30T20:16:04.690505] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-30T20:16:04.691342] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-30T20:16:04.691399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:04.691431] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:04.691460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:04.691519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:04.750586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:04.751477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:04.751616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:04.751652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:04.873798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:04.873972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:04.874016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:04.874045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:04.877701] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-12-30T20:16:04.878058] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-30T20:16:04.878210] [INFO ] [sig       ] AMSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:05.030046] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMSC.txt
[2025-12-30T20:16:05.030399] [INFO ] [sig       ] [173/3539] Completed AMSC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:05.030443] [INFO ] [sig       ] [174/3539] Forecasting AMSF...
[2025-12-30T20:16:05.030474] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-30T20:16:05.030506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-30T20:16:05.042511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-30T20:16:05.042900] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-30T20:16:05.043700] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-30T20:16:05.043754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:05.043787] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:05.043816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:05.043876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:05.103173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:05.104125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:05.104211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:05.104244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:05.227391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:05.227551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:05.227616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:05.227647] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:05.231691] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-12-30T20:16:05.231996] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-30T20:16:05.232133] [INFO ] [sig       ] AMSF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:05.380235] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMSF.txt
[2025-12-30T20:16:05.380385] [INFO ] [sig       ] [174/3539] Completed AMSF in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:05.380431] [INFO ] [sig       ] [175/3539] Forecasting AMTB...
[2025-12-30T20:16:05.380464] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-30T20:16:05.380510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-30T20:16:05.393623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-30T20:16:05.394034] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-30T20:16:05.394890] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-30T20:16:05.394945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:05.394978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:05.395006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:05.395070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:05.452724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:05.453639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:05.453738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:05.453773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:05.576194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:05.576356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:05.576397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:05.576426] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:05.580052] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-30T20:16:05.580382] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-30T20:16:05.580527] [INFO ] [sig       ] AMTB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:05.729319] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMTB.txt
[2025-12-30T20:16:05.729489] [INFO ] [sig       ] [175/3539] Completed AMTB in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:05.729531] [INFO ] [sig       ] [176/3539] Forecasting AMTX...
[2025-12-30T20:16:05.729560] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-30T20:16:05.729620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-30T20:16:05.741779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-30T20:16:05.742118] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-30T20:16:05.742902] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-30T20:16:05.742955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:05.742987] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:05.743015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:05.743073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:05.808136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:05.809065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:05.809155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:05.809190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:05.941113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:05.941276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:05.941319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:05.941349] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:05.945002] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2025-12-30T20:16:05.945340] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-30T20:16:05.945485] [INFO ] [sig       ] AMTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:06.092808] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMTX.txt
[2025-12-30T20:16:06.093022] [INFO ] [sig       ] [176/3539] Completed AMTX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:06.093077] [INFO ] [sig       ] [177/3539] Forecasting AMWD...
[2025-12-30T20:16:06.093110] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-30T20:16:06.093141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-30T20:16:06.104831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-30T20:16:06.105210] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-30T20:16:06.106242] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-30T20:16:06.106298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:06.106331] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:06.106360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:06.106422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:06.172416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:06.173328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:06.173423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:06.173456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:06.293669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:06.293828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:06.293869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:06.293898] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:06.297261] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-30T20:16:06.297540] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-30T20:16:06.297691] [INFO ] [sig       ] AMWD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:06.441824] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMWD.txt
[2025-12-30T20:16:06.441985] [INFO ] [sig       ] [177/3539] Completed AMWD in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:06.442026] [INFO ] [sig       ] [178/3539] Forecasting AMWL...
[2025-12-30T20:16:06.442056] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-30T20:16:06.442087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-30T20:16:06.453236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-30T20:16:06.453512] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-30T20:16:06.454298] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-30T20:16:06.454350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:06.454381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:06.454409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:06.454468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:06.525865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:06.526770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:06.526868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:06.526901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:06.651917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:06.652075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:06.652133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:06.652163] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:06.655544] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-30T20:16:06.655840] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-30T20:16:06.655978] [INFO ] [sig       ] AMWL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:06.800507] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMWL.txt
[2025-12-30T20:16:06.800679] [INFO ] [sig       ] [178/3539] Completed AMWL in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:06.800722] [INFO ] [sig       ] [179/3539] Forecasting AMX...
[2025-12-30T20:16:06.800753] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-30T20:16:06.800785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-30T20:16:06.813653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-30T20:16:06.813962] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-30T20:16:06.814785] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-30T20:16:06.814838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:06.814870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:06.814897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:06.814956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:06.873972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:06.875236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:06.875333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:06.875367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:06.998709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:06.998913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:06.998971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:06.999010] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:07.002762] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-30T20:16:07.003090] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-30T20:16:07.003242] [INFO ] [sig       ] AMX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:07.169477] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AMX.txt
[2025-12-30T20:16:07.169679] [INFO ] [sig       ] [179/3539] Completed AMX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-30T20:16:07.169733] [INFO ] [sig       ] [180/3539] Forecasting AMZD...
[2025-12-30T20:16:07.169767] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-30T20:16:07.169801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-30T20:16:07.184729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-30T20:16:07.185248] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-30T20:16:07.186121] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-30T20:16:07.186175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:07.186239] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:07.186267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:07.186327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:07.247317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:07.248276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:07.248365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:07.248397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:07.372382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:07.372546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:07.372605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:07.372635] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:07.376087] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-30T20:16:07.376365] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-30T20:16:07.376496] [INFO ] [sig       ] AMZD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:07.515860] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMZD.txt
[2025-12-30T20:16:07.515991] [INFO ] [sig       ] [180/3539] Completed AMZD in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:07.516030] [INFO ] [sig       ] [181/3539] Forecasting AMZN...
[2025-12-30T20:16:07.516060] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-30T20:16:07.516089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-30T20:16:07.527701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-30T20:16:07.528016] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-30T20:16:07.528839] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-30T20:16:07.528890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:07.528922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:07.528949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:07.529009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:07.586219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:07.586977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:07.587062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:07.587094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:07.715030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:07.715191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:07.715238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:07.715268] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:07.718930] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-30T20:16:07.719222] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-30T20:16:07.719358] [INFO ] [sig       ] AMZN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:07.864092] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMZN.txt
[2025-12-30T20:16:07.864226] [INFO ] [sig       ] [181/3539] Completed AMZN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:07.864269] [INFO ] [sig       ] [182/3539] Forecasting AMZZ...
[2025-12-30T20:16:07.864299] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-30T20:16:07.864332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-30T20:16:07.875862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-30T20:16:07.876176] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-30T20:16:07.877008] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-30T20:16:07.877065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:07.877110] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:07.877140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:07.877200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:07.941017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:07.941825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:07.941912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:07.941949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:08.065428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:08.065604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:08.065656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:08.065688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:08.069359] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-30T20:16:08.069667] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-30T20:16:08.069805] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:08.213171] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AMZZ.txt
[2025-12-30T20:16:08.213303] [INFO ] [sig       ] [182/3539] Completed AMZZ in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:08.213343] [INFO ] [sig       ] [183/3539] Forecasting AN...
[2025-12-30T20:16:08.213372] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-30T20:16:08.213403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-30T20:16:08.225016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-30T20:16:08.225320] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-30T20:16:08.226110] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-30T20:16:08.226162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:08.226193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:08.226220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:08.226278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:08.286432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:08.287312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:08.287402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:08.287444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:08.412172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:08.412327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:08.412368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:08.412428] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:08.415870] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=57.52%)
[2025-12-30T20:16:08.416145] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-30T20:16:08.416274] [INFO ] [sig       ] AN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:08.556435] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AN.txt
[2025-12-30T20:16:08.556596] [INFO ] [sig       ] [183/3539] Completed AN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:08.556637] [INFO ] [sig       ] [184/3539] Forecasting ANAB...
[2025-12-30T20:16:08.556668] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-30T20:16:08.556700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-30T20:16:08.568415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-30T20:16:08.568772] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-30T20:16:08.569538] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-30T20:16:08.569607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:08.569640] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:08.569666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:08.569723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:08.628523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:08.629592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:08.629683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:08.629716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:08.755677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:08.755856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:08.755900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:08.755930] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:08.759722] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-30T20:16:08.760027] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-30T20:16:08.760178] [INFO ] [sig       ] ANAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:08.903138] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANAB.txt
[2025-12-30T20:16:08.903280] [INFO ] [sig       ] [184/3539] Completed ANAB in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:08.903321] [INFO ] [sig       ] [185/3539] Forecasting ANDE...
[2025-12-30T20:16:08.903350] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-30T20:16:08.903381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-30T20:16:08.914892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-30T20:16:08.915215] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-30T20:16:08.916016] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-30T20:16:08.916069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:08.916100] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:08.916126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:08.916183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:08.974486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:08.975222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:08.975308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:08.975342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:09.100633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:09.100790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:09.100830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:09.100860] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:09.104256] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-30T20:16:09.104529] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-30T20:16:09.104675] [INFO ] [sig       ] ANDE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:09.245051] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANDE.txt
[2025-12-30T20:16:09.245208] [INFO ] [sig       ] [185/3539] Completed ANDE in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:09.245247] [INFO ] [sig       ] [186/3539] Forecasting ANF...
[2025-12-30T20:16:09.245285] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-30T20:16:09.245319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-30T20:16:09.257355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-30T20:16:09.257780] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-30T20:16:09.258569] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-30T20:16:09.258645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:09.258677] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:09.258704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:09.258781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:09.318334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:09.319257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:09.319348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:09.319383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:09.441857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:09.442046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:09.442092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:09.442123] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:09.445906] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-30T20:16:09.446241] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-30T20:16:09.446391] [INFO ] [sig       ] ANF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:09.592018] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANF.txt
[2025-12-30T20:16:09.592181] [INFO ] [sig       ] [186/3539] Completed ANF in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:09.592222] [INFO ] [sig       ] [187/3539] Forecasting ANGI...
[2025-12-30T20:16:09.592251] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-30T20:16:09.592282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-30T20:16:09.604602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-30T20:16:09.604928] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-30T20:16:09.605721] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-30T20:16:09.605774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:09.605806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:09.605833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:09.605891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:09.666853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:09.667635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:09.667723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:09.667761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:09.788198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:09.788361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:09.788404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:09.788434] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:09.792358] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-30T20:16:09.792665] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-30T20:16:09.792805] [INFO ] [sig       ] ANGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:09.935966] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ANGI.txt
[2025-12-30T20:16:09.936138] [INFO ] [sig       ] [187/3539] Completed ANGI in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-30T20:16:09.936179] [INFO ] [sig       ] [188/3539] Forecasting ANGL...
[2025-12-30T20:16:09.936209] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-30T20:16:09.936240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-30T20:16:09.948024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-30T20:16:09.948394] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-30T20:16:09.949234] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-30T20:16:09.949287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:09.949318] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:09.949344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:09.949401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:10.007358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:10.008302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:10.008395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:10.008428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:10.134323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:10.134488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:10.134531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:10.134559] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:10.138058] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-30T20:16:10.138361] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-30T20:16:10.138498] [INFO ] [sig       ] ANGL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:10.283438] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANGL.txt
[2025-12-30T20:16:10.283640] [INFO ] [sig       ] [188/3539] Completed ANGL in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:10.283683] [INFO ] [sig       ] [189/3539] Forecasting ANGO...
[2025-12-30T20:16:10.283712] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-30T20:16:10.283743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-30T20:16:10.295593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-30T20:16:10.295938] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-30T20:16:10.296755] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-30T20:16:10.296807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:10.296838] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:10.296864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:10.296921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:10.354447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:10.355335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:10.355426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:10.355459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:10.478247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:10.478407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:10.478449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:10.478494] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:10.481995] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-30T20:16:10.482274] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-30T20:16:10.482408] [INFO ] [sig       ] ANGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:10.627742] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANGO.txt
[2025-12-30T20:16:10.627883] [INFO ] [sig       ] [189/3539] Completed ANGO in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:10.627924] [INFO ] [sig       ] [190/3539] Forecasting ANIK...
[2025-12-30T20:16:10.627953] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-30T20:16:10.627984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-30T20:16:10.639528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-30T20:16:10.639844] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-30T20:16:10.640698] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-30T20:16:10.640752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:10.640785] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:10.640813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:10.640872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:10.699084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:10.699725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:10.699847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:10.699881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:10.826730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:10.826887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:10.826930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:10.826960] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:10.830533] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-30T20:16:10.830839] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-30T20:16:10.830973] [INFO ] [sig       ] ANIK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:10.975072] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANIK.txt
[2025-12-30T20:16:10.975229] [INFO ] [sig       ] [190/3539] Completed ANIK in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:10.975272] [INFO ] [sig       ] [191/3539] Forecasting ANIP...
[2025-12-30T20:16:10.975302] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-30T20:16:10.975340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-30T20:16:10.986322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-30T20:16:10.986647] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-30T20:16:10.987442] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-30T20:16:10.987495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:10.987533] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:10.987562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:10.987647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:11.044419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:11.045340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:11.045429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:11.045480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:11.165728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:11.165886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:11.165928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:11.165957] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:11.169515] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-12-30T20:16:11.169814] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-30T20:16:11.169949] [INFO ] [sig       ] ANIP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:11.309903] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANIP.txt
[2025-12-30T20:16:11.310036] [INFO ] [sig       ] [191/3539] Completed ANIP in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:11.310075] [INFO ] [sig       ] [192/3539] Forecasting ANIX...
[2025-12-30T20:16:11.310104] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-30T20:16:11.310134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-30T20:16:11.321775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-30T20:16:11.322092] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-30T20:16:11.322880] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-30T20:16:11.322933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:11.322964] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:11.322993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:11.323054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:11.380033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:11.380953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:11.381046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:11.381078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:11.498393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:11.498551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:11.498612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:11.498641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:11.502155] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-12-30T20:16:11.502454] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-30T20:16:11.502609] [INFO ] [sig       ] ANIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:11.656705] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ANIX.txt
[2025-12-30T20:16:11.656885] [INFO ] [sig       ] [192/3539] Completed ANIX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:11.656928] [INFO ] [sig       ] [193/3539] Forecasting ANNX...
[2025-12-30T20:16:11.656959] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-30T20:16:11.656991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-30T20:16:11.669007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-30T20:16:11.669344] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-30T20:16:11.670210] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-30T20:16:11.670264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:11.670311] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:11.670358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:11.670435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:11.731747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:11.732699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:11.732786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:11.732820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:11.857673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:11.857846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:11.857896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:11.857927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:11.861966] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-12-30T20:16:11.862490] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-30T20:16:11.862664] [INFO ] [sig       ] ANNX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:12.005050] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ANNX.txt
[2025-12-30T20:16:12.005213] [INFO ] [sig       ] [193/3539] Completed ANNX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:12.005253] [INFO ] [sig       ] [194/3539] Forecasting ANTX...
[2025-12-30T20:16:12.005284] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-30T20:16:12.005314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-30T20:16:12.016791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-30T20:16:12.017069] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-30T20:16:12.017909] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-30T20:16:12.017964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:12.017997] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:12.018024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:12.018084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:12.076042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:12.076868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:12.076953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:12.076986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:12.192941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:12.193106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:12.193149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:12.193177] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:12.196906] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-30T20:16:12.197273] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-30T20:16:12.197426] [INFO ] [sig       ] ANTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:12.342127] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANTX.txt
[2025-12-30T20:16:12.342293] [INFO ] [sig       ] [194/3539] Completed ANTX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:12.342333] [INFO ] [sig       ] [195/3539] Forecasting ANVS...
[2025-12-30T20:16:12.342364] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-30T20:16:12.342398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-30T20:16:12.354598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-30T20:16:12.355019] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-30T20:16:12.355852] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-30T20:16:12.355905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:12.355936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:12.355963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:12.356020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:12.420026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:12.421060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:12.421153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:12.421184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:12.549301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:12.549464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:12.549508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:12.549539] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:12.553501] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-30T20:16:12.553807] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-30T20:16:12.553946] [INFO ] [sig       ] ANVS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:12.702136] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ANVS.txt
[2025-12-30T20:16:12.702299] [INFO ] [sig       ] [195/3539] Completed ANVS in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:12.702341] [INFO ] [sig       ] [196/3539] Forecasting AOD...
[2025-12-30T20:16:12.702371] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-30T20:16:12.702405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-30T20:16:12.715247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-30T20:16:12.715800] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-30T20:16:12.716811] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-30T20:16:12.716863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:12.716897] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:12.716923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:12.716981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:12.778012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:12.778924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:12.779012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:12.779046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:12.904317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:12.904466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:12.904509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:12.904538] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:12.907942] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-12-30T20:16:12.908219] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-30T20:16:12.908345] [INFO ] [sig       ] AOD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:13.049961] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AOD.txt
[2025-12-30T20:16:13.050101] [INFO ] [sig       ] [196/3539] Completed AOD in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:13.050148] [INFO ] [sig       ] [197/3539] Forecasting AOHY...
[2025-12-30T20:16:13.050185] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-30T20:16:13.050223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-30T20:16:13.067163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-30T20:16:13.067729] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-30T20:16:13.068836] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-30T20:16:13.068901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:13.068979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:13.069016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:13.069099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:13.135675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:13.136880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:13.136983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:13.137025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:13.256424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:13.256618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:13.256663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:13.256691] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:13.260249] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2025-12-30T20:16:13.260531] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-30T20:16:13.260682] [INFO ] [sig       ] AOHY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:13.405072] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AOHY.txt
[2025-12-30T20:16:13.405235] [INFO ] [sig       ] [197/3539] Completed AOHY in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-30T20:16:13.405278] [INFO ] [sig       ] [198/3539] Forecasting AON...
[2025-12-30T20:16:13.405308] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-30T20:16:13.405339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-30T20:16:13.417500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-30T20:16:13.417834] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-30T20:16:13.418643] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-30T20:16:13.418700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:13.418784] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:13.418823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:13.418905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:13.480676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:13.481510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:13.481613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:13.481649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:13.610959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:13.611139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:13.611185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:13.611215] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:13.614706] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-30T20:16:13.614987] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-30T20:16:13.615119] [INFO ] [sig       ] AON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:13.763069] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AON.txt
[2025-12-30T20:16:13.763227] [INFO ] [sig       ] [198/3539] Completed AON in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:13.763269] [INFO ] [sig       ] [199/3539] Forecasting AOS...
[2025-12-30T20:16:13.763299] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-30T20:16:13.763330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-30T20:16:13.774977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-30T20:16:13.775277] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-30T20:16:13.776083] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-30T20:16:13.776136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:13.776168] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:13.776195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:13.776253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:13.834713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:13.835594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:13.835689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:13.835736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:13.957179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:13.957334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:13.957381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:13.957412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:13.960893] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-30T20:16:13.961180] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-30T20:16:13.961315] [INFO ] [sig       ] AOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:14.105027] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AOS.txt
[2025-12-30T20:16:14.105164] [INFO ] [sig       ] [199/3539] Completed AOS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:14.105204] [INFO ] [sig       ] [200/3539] Forecasting AOSL...
[2025-12-30T20:16:14.105233] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-30T20:16:14.105265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-30T20:16:14.119747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-30T20:16:14.120451] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-30T20:16:14.121401] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-30T20:16:14.121456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:14.121489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:14.121515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:14.121590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:14.180760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:14.181795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:14.181899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:14.181933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:14.305197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:14.305359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:14.305403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:14.305470] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:14.309259] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-12-30T20:16:14.309561] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-30T20:16:14.309736] [INFO ] [sig       ] AOSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:14.453781] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AOSL.txt
[2025-12-30T20:16:14.453950] [INFO ] [sig       ] [200/3539] Completed AOSL in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:14.453992] [INFO ] [sig       ] [201/3539] Forecasting AP...
[2025-12-30T20:16:14.454023] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-30T20:16:14.454057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-30T20:16:14.469604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-30T20:16:14.470116] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-30T20:16:14.471405] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-30T20:16:14.471481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:14.471532] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:14.471613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:14.471706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:14.558795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:14.559736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:14.559841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:14.559880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:14.683897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:14.684060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:14.684103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:14.684134] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:14.687821] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-30T20:16:14.688165] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-30T20:16:14.688318] [INFO ] [sig       ] AP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:14.852395] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AP.txt
[2025-12-30T20:16:14.852595] [INFO ] [sig       ] [201/3539] Completed AP in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:14.852639] [INFO ] [sig       ] [202/3539] Forecasting APA...
[2025-12-30T20:16:14.852669] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-30T20:16:14.852699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-30T20:16:14.865805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-30T20:16:14.866158] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-30T20:16:14.867013] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-30T20:16:14.867066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:14.867098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:14.867124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:14.867181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:14.926279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:14.927083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:14.927171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:14.927204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:15.056016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:15.056202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:15.056248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:15.056279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:15.059871] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-30T20:16:15.060158] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-30T20:16:15.060294] [INFO ] [sig       ] APA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:15.202993] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APA.txt
[2025-12-30T20:16:15.203131] [INFO ] [sig       ] [202/3539] Completed APA in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:15.203170] [INFO ] [sig       ] [203/3539] Forecasting APAM...
[2025-12-30T20:16:15.203200] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-30T20:16:15.203231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-30T20:16:15.214489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-30T20:16:15.214771] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-30T20:16:15.215533] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-30T20:16:15.215605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:15.215639] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:15.215665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:15.215723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:15.275039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:15.275902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:15.276001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:15.276045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:15.400270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:15.400430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:15.400473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:15.400500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:15.403931] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-30T20:16:15.404209] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-30T20:16:15.404334] [INFO ] [sig       ] APAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:15.545508] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APAM.txt
[2025-12-30T20:16:15.545662] [INFO ] [sig       ] [203/3539] Completed APAM in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:15.545704] [INFO ] [sig       ] [204/3539] Forecasting APD...
[2025-12-30T20:16:15.545733] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-30T20:16:15.545764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-30T20:16:15.557162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-30T20:16:15.557448] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-30T20:16:15.558231] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-30T20:16:15.558283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:15.558315] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:15.558341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:15.558399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:15.619196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:15.620107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:15.620190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:15.620413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:15.749716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:15.749893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:15.749944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:15.749974] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:15.753937] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-30T20:16:15.754393] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-30T20:16:15.754531] [INFO ] [sig       ] APD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:15.902818] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APD.txt
[2025-12-30T20:16:15.902947] [INFO ] [sig       ] [204/3539] Completed APD in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-30T20:16:15.902987] [INFO ] [sig       ] [205/3539] Forecasting APEI...
[2025-12-30T20:16:15.903016] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-30T20:16:15.903047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-30T20:16:15.914358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-30T20:16:15.914652] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-30T20:16:15.915416] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-30T20:16:15.915469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:15.915501] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:15.915528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:15.915605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:15.975753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:15.976554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:15.976656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:15.976690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:16.093850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:16.094004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:16.094045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:16.094073] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:16.097442] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-30T20:16:16.097730] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-30T20:16:16.097857] [INFO ] [sig       ] APEI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:16.240142] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APEI.txt
[2025-12-30T20:16:16.240281] [INFO ] [sig       ] [205/3539] Completed APEI in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:16.240321] [INFO ] [sig       ] [206/3539] Forecasting APG...
[2025-12-30T20:16:16.240352] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-30T20:16:16.240383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-30T20:16:16.252790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-30T20:16:16.253128] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-30T20:16:16.253966] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-30T20:16:16.254031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:16.254065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:16.254091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:16.254155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:16.311395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:16.312246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:16.312338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:16.312370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:16.435176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:16.435345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:16.435388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:16.435416] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:16.438967] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-30T20:16:16.439260] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-30T20:16:16.439425] [INFO ] [sig       ] APG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:16.580939] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APG.txt
[2025-12-30T20:16:16.581109] [INFO ] [sig       ] [206/3539] Completed APG in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:16.581149] [INFO ] [sig       ] [207/3539] Forecasting APGE...
[2025-12-30T20:16:16.581180] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-30T20:16:16.581211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-30T20:16:16.593214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-30T20:16:16.593639] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-30T20:16:16.594459] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-30T20:16:16.594514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:16.594547] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:16.594593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:16.594656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:16.653315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:16.654310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:16.654439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:16.654475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:16.779225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:16.779395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:16.779448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:16.779485] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:16.783024] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-30T20:16:16.783315] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-30T20:16:16.783451] [INFO ] [sig       ] APGE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:16.924403] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APGE.txt
[2025-12-30T20:16:16.924542] [INFO ] [sig       ] [207/3539] Completed APGE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:16.924600] [INFO ] [sig       ] [208/3539] Forecasting APH...
[2025-12-30T20:16:16.924635] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-30T20:16:16.924667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-30T20:16:16.940555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-30T20:16:16.940924] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-30T20:16:16.941926] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-30T20:16:16.941978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:16.942009] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:16.942036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:16.942093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:17.001211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:17.002000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:17.002085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:17.002117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:17.126486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:17.126665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:17.126709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:17.126737] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:17.130202] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-30T20:16:17.130479] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-30T20:16:17.130626] [INFO ] [sig       ] APH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:17.270568] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APH.txt
[2025-12-30T20:16:17.270734] [INFO ] [sig       ] [208/3539] Completed APH in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:17.270774] [INFO ] [sig       ] [209/3539] Forecasting API...
[2025-12-30T20:16:17.270805] [INFO ] [sig       ] Generating forecast for: API
[2025-12-30T20:16:17.270836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-30T20:16:17.282329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-30T20:16:17.282650] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-30T20:16:17.283422] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-30T20:16:17.283474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:17.283505] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:17.283532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:17.283613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:17.342588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:17.343539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:17.343666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:17.343701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:17.460818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:17.460979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:17.461021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:17.461048] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:17.464433] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-30T20:16:17.464730] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-30T20:16:17.464861] [INFO ] [sig       ] API: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:17.605121] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/API.txt
[2025-12-30T20:16:17.605483] [INFO ] [sig       ] [209/3539] Completed API in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:17.605540] [INFO ] [sig       ] [210/3539] Forecasting APLD...
[2025-12-30T20:16:17.605593] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-30T20:16:17.605628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-30T20:16:17.617993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-30T20:16:17.618411] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-30T20:16:17.619291] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-30T20:16:17.619344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:17.619375] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:17.619401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:17.619461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:17.679465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:17.680443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:17.680529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:17.680562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:17.801161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:17.801317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:17.801361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:17.801389] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:17.804850] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-30T20:16:17.805124] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-30T20:16:17.805249] [INFO ] [sig       ] APLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:17.951867] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APLD.txt
[2025-12-30T20:16:17.952037] [INFO ] [sig       ] [210/3539] Completed APLD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:17.952078] [INFO ] [sig       ] [211/3539] Forecasting APLE...
[2025-12-30T20:16:17.952107] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-30T20:16:17.952137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-30T20:16:17.964541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-30T20:16:17.964883] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-30T20:16:17.965875] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-30T20:16:17.965928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:17.965959] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:17.965986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:17.966044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:18.023407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:18.024072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:18.024170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:18.024203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:18.142507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:18.142691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:18.142735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:18.142763] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:18.146298] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-30T20:16:18.146656] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-30T20:16:18.146832] [INFO ] [sig       ] APLE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:18.296109] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APLE.txt
[2025-12-30T20:16:18.296274] [INFO ] [sig       ] [211/3539] Completed APLE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:18.296315] [INFO ] [sig       ] [212/3539] Forecasting APLS...
[2025-12-30T20:16:18.296347] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-30T20:16:18.296380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-30T20:16:18.308413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-30T20:16:18.308859] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-30T20:16:18.309722] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-30T20:16:18.309781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:18.309825] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:18.309856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:18.309916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:18.370059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:18.370988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:18.371079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:18.371114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:18.504918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:18.505100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:18.505150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:18.505178] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:18.508863] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-30T20:16:18.509179] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-30T20:16:18.509320] [INFO ] [sig       ] APLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:18.653039] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APLS.txt
[2025-12-30T20:16:18.653205] [INFO ] [sig       ] [212/3539] Completed APLS in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:18.653247] [INFO ] [sig       ] [213/3539] Forecasting APM...
[2025-12-30T20:16:18.653276] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-30T20:16:18.653308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-30T20:16:18.664857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-30T20:16:18.665229] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-30T20:16:18.666017] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-30T20:16:18.666070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:18.666102] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:18.666129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:18.666187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:18.724020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:18.724919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:18.725009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:18.725042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:18.845168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:18.845327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:18.845386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:18.845419] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:18.848953] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-30T20:16:18.849237] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-30T20:16:18.849373] [INFO ] [sig       ] APM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:18.992068] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APM.txt
[2025-12-30T20:16:18.992239] [INFO ] [sig       ] [213/3539] Completed APM in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:18.992283] [INFO ] [sig       ] [214/3539] Forecasting APO...
[2025-12-30T20:16:18.992312] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-30T20:16:18.992343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-30T20:16:19.005220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-30T20:16:19.005816] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-30T20:16:19.006628] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-30T20:16:19.006682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:19.006740] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:19.006769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:19.006829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:19.066841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:19.067781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:19.067871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:19.067904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:19.199247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:19.199421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:19.199463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:19.199491] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:19.203018] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-12-30T20:16:19.203316] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-30T20:16:19.203454] [INFO ] [sig       ] APO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:19.344657] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APO.txt
[2025-12-30T20:16:19.344815] [INFO ] [sig       ] [214/3539] Completed APO in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-30T20:16:19.344855] [INFO ] [sig       ] [215/3539] Forecasting APOG...
[2025-12-30T20:16:19.344888] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-30T20:16:19.344919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-30T20:16:19.356466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-30T20:16:19.356830] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-30T20:16:19.357645] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-30T20:16:19.357698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:19.357729] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:19.357755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:19.357812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:19.414868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:19.415763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:19.415865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:19.415899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:19.536182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:19.536342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:19.536384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:19.536412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:19.539932] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-30T20:16:19.540211] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-30T20:16:19.540343] [INFO ] [sig       ] APOG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:19.686596] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APOG.txt
[2025-12-30T20:16:19.686762] [INFO ] [sig       ] [215/3539] Completed APOG in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:19.686800] [INFO ] [sig       ] [216/3539] Forecasting APP...
[2025-12-30T20:16:19.686833] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-30T20:16:19.686865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-30T20:16:19.698994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-30T20:16:19.699371] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-30T20:16:19.700177] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-30T20:16:19.700229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:19.700260] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:19.700286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:19.700342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:19.758492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:19.759422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:19.759506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:19.759538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:19.881928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:19.882087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:19.882130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:19.882160] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:19.885817] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-30T20:16:19.886132] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-30T20:16:19.886272] [INFO ] [sig       ] APP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:20.038428] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APP.txt
[2025-12-30T20:16:20.038622] [INFO ] [sig       ] [216/3539] Completed APP in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:20.038667] [INFO ] [sig       ] [217/3539] Forecasting APPF...
[2025-12-30T20:16:20.038705] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-30T20:16:20.038758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-30T20:16:20.052044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-30T20:16:20.052452] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-30T20:16:20.053302] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-30T20:16:20.053357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:20.053388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:20.053427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:20.053486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:20.113786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:20.114742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:20.114834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:20.114866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:20.238618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:20.238804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:20.238848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:20.238908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:20.242496] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-30T20:16:20.242836] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-30T20:16:20.242982] [INFO ] [sig       ] APPF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:20.411810] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APPF.txt
[2025-12-30T20:16:20.411970] [INFO ] [sig       ] [217/3539] Completed APPF in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:20.412012] [INFO ] [sig       ] [218/3539] Forecasting APPN...
[2025-12-30T20:16:20.412041] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-30T20:16:20.412072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-30T20:16:20.424201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-30T20:16:20.424496] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-30T20:16:20.425279] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-30T20:16:20.425332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:20.425364] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:20.425391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:20.425449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:20.483743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:20.484657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:20.484756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:20.484796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:20.608541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:20.608718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:20.608786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:20.608825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:20.612284] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-30T20:16:20.612589] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-30T20:16:20.612728] [INFO ] [sig       ] APPN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:20.758348] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APPN.txt
[2025-12-30T20:16:20.758508] [INFO ] [sig       ] [218/3539] Completed APPN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:20.758549] [INFO ] [sig       ] [219/3539] Forecasting APPS...
[2025-12-30T20:16:20.758598] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-30T20:16:20.758631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-30T20:16:20.775294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-30T20:16:20.775702] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-30T20:16:20.776502] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-30T20:16:20.776556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:20.776615] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:20.776643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:20.776702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:20.835609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:20.836724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:20.836814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:20.836846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:20.961604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:20.961783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:20.961828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:20.962062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:20.966560] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-30T20:16:20.966903] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-30T20:16:20.967057] [INFO ] [sig       ] APPS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:21.113060] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/APPS.txt
[2025-12-30T20:16:21.113287] [INFO ] [sig       ] [219/3539] Completed APPS in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:21.113350] [INFO ] [sig       ] [220/3539] Forecasting APYX...
[2025-12-30T20:16:21.113396] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-30T20:16:21.113443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-30T20:16:21.127302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-30T20:16:21.127793] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-30T20:16:21.128858] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-30T20:16:21.128917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:21.128949] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:21.128975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:21.129033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:21.205398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:21.206330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:21.206423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:21.206456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:21.333042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:21.333209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:21.333254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:21.333284] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:21.337057] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-30T20:16:21.337464] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-30T20:16:21.337683] [INFO ] [sig       ] APYX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:21.514226] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/APYX.txt
[2025-12-30T20:16:21.514413] [INFO ] [sig       ] [220/3539] Completed APYX in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:21.514456] [INFO ] [sig       ] [221/3539] Forecasting AQMS...
[2025-12-30T20:16:21.514486] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-30T20:16:21.514525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-30T20:16:21.530492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-30T20:16:21.531061] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-30T20:16:21.532315] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-30T20:16:21.532391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:21.532445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:21.532489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:21.532605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:21.625826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:21.627123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:21.627247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:21.627305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:21.769824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:21.769988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:21.770033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:21.770061] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:21.774009] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-30T20:16:21.774429] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-30T20:16:21.774628] [INFO ] [sig       ] AQMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:21.984201] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AQMS.txt
[2025-12-30T20:16:21.984438] [INFO ] [sig       ] [221/3539] Completed AQMS in 0.5s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:21.984507] [INFO ] [sig       ] [222/3539] Forecasting AQN...
[2025-12-30T20:16:21.984559] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-30T20:16:21.984628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-30T20:16:22.002641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-30T20:16:22.009213] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-30T20:16:22.010935] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-30T20:16:22.011041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:22.011086] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:22.011125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:22.011215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:22.086296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:22.087250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:22.087348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:22.087382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:22.225910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:22.226097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:22.226140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:22.226168] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:22.229931] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-30T20:16:22.230290] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-30T20:16:22.230470] [INFO ] [sig       ] AQN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:22.405924] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AQN.txt
[2025-12-30T20:16:22.406101] [INFO ] [sig       ] [222/3539] Completed AQN in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:22.406143] [INFO ] [sig       ] [223/3539] Forecasting AQNB...
[2025-12-30T20:16:22.406174] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-30T20:16:22.406208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-30T20:16:22.418339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-30T20:16:22.418797] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-30T20:16:22.419687] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-30T20:16:22.419746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:22.419779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:22.419808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:22.419867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:22.481186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:22.482155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:22.482259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:22.482311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:22.603142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:22.603318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:22.603367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:22.603400] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:22.608263] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-30T20:16:22.608793] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-30T20:16:22.608984] [INFO ] [sig       ] AQNB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:22.761716] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AQNB.txt
[2025-12-30T20:16:22.761848] [INFO ] [sig       ] [223/3539] Completed AQNB in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:22.761888] [INFO ] [sig       ] [224/3539] Forecasting ARBB...
[2025-12-30T20:16:22.761918] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-30T20:16:22.761948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-30T20:16:22.773131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-30T20:16:22.773434] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-30T20:16:22.774249] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-30T20:16:22.774303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:22.774334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:22.774362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:22.774420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:22.832786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:22.833402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:22.833508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:22.833541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:22.948543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:22.948679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:22.948743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:22.948792] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:22.952160] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-30T20:16:22.952431] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-30T20:16:22.952558] [INFO ] [sig       ] ARBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:23.091481] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARBB.txt
[2025-12-30T20:16:23.091613] [INFO ] [sig       ] [224/3539] Completed ARBB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:23.091654] [INFO ] [sig       ] [225/3539] Forecasting ARBE...
[2025-12-30T20:16:23.091684] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-30T20:16:23.091713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-30T20:16:23.104341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-30T20:16:23.104684] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-30T20:16:23.105482] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-30T20:16:23.105535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:23.105566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:23.105618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:23.105680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:23.163112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:23.163896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:23.163988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:23.164021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:23.291820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:23.291983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:23.292029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:23.292065] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:23.296032] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-30T20:16:23.296341] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-30T20:16:23.296478] [INFO ] [sig       ] ARBE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:23.436486] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARBE.txt
[2025-12-30T20:16:23.436644] [INFO ] [sig       ] [225/3539] Completed ARBE in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:23.436686] [INFO ] [sig       ] [226/3539] Forecasting ARCB...
[2025-12-30T20:16:23.436716] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-30T20:16:23.436746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-30T20:16:23.447875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-30T20:16:23.448152] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-30T20:16:23.448962] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-30T20:16:23.449015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:23.449046] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:23.449072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:23.449129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:23.506886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:23.507709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:23.507797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:23.507829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:23.628030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:23.628170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:23.628211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:23.628239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:23.631676] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-30T20:16:23.631952] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-30T20:16:23.632083] [INFO ] [sig       ] ARCB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:23.771534] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARCB.txt
[2025-12-30T20:16:23.771669] [INFO ] [sig       ] [226/3539] Completed ARCB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:23.771710] [INFO ] [sig       ] [227/3539] Forecasting ARCC...
[2025-12-30T20:16:23.771741] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-30T20:16:23.771771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-30T20:16:23.783161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-30T20:16:23.783440] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-30T20:16:23.784231] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-30T20:16:23.784285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:23.784316] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:23.784341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:23.784398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:23.841054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:23.841664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:23.841746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:23.841778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:23.960408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:23.960547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:23.960604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:23.960634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:23.963982] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2025-12-30T20:16:23.964251] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-30T20:16:23.964376] [INFO ] [sig       ] ARCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:24.104620] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARCC.txt
[2025-12-30T20:16:24.104764] [INFO ] [sig       ] [227/3539] Completed ARCC in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-30T20:16:24.104803] [INFO ] [sig       ] [228/3539] Forecasting ARCO...
[2025-12-30T20:16:24.104833] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-30T20:16:24.104864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-30T20:16:24.115529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-30T20:16:24.115834] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-30T20:16:24.116616] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-30T20:16:24.116670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:24.116702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:24.116729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:24.116797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:24.174279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:24.174923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:24.175001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:24.175033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:24.292004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:24.292204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:24.292251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:24.292280] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:24.295949] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-30T20:16:24.296227] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-30T20:16:24.296355] [INFO ] [sig       ] ARCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:24.438288] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARCO.txt
[2025-12-30T20:16:24.438402] [INFO ] [sig       ] [228/3539] Completed ARCO in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-30T20:16:24.438647] [INFO ] [sig       ] [229/3539] Forecasting ARDC...
[2025-12-30T20:16:24.438677] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-30T20:16:24.438707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-30T20:16:24.450380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-30T20:16:24.450662] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-30T20:16:24.451415] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-30T20:16:24.451467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:24.451498] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:24.451525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:24.451598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:24.508899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:24.509512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:24.509608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:24.509641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:24.623760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:24.623881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:24.623919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:24.623947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:24.627170] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-30T20:16:24.627437] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-30T20:16:24.627558] [INFO ] [sig       ] ARDC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:24.770066] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARDC.txt
[2025-12-30T20:16:24.770189] [INFO ] [sig       ] [229/3539] Completed ARDC in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-30T20:16:24.770227] [INFO ] [sig       ] [230/3539] Forecasting ARDX...
[2025-12-30T20:16:24.770261] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-30T20:16:24.770297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-30T20:16:24.781486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-30T20:16:24.781769] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-30T20:16:24.782510] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-30T20:16:24.782594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:24.782629] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:24.782656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:24.782713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:24.840048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:24.840695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:24.840775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:24.840806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:24.955914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:24.956023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:24.956059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:24.956088] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:24.959315] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-12-30T20:16:24.959615] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-30T20:16:24.959740] [INFO ] [sig       ] ARDX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:25.100112] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARDX.txt
[2025-12-30T20:16:25.100233] [INFO ] [sig       ] [230/3539] Completed ARDX in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-30T20:16:25.100272] [INFO ] [sig       ] [231/3539] Forecasting ARE...
[2025-12-30T20:16:25.100302] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-30T20:16:25.100332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-30T20:16:25.112092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-30T20:16:25.112375] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-30T20:16:25.113338] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-30T20:16:25.113389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:25.113446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:25.113474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:25.113724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:25.171117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:25.171918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:25.171998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:25.172029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:25.295172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:25.295326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:25.295367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:25.295395] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:25.298806] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-30T20:16:25.299080] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-30T20:16:25.299209] [INFO ] [sig       ] ARE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:25.440762] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARE.txt
[2025-12-30T20:16:25.440878] [INFO ] [sig       ] [231/3539] Completed ARE in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-30T20:16:25.440915] [INFO ] [sig       ] [232/3539] Forecasting AREC...
[2025-12-30T20:16:25.440944] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-30T20:16:25.440973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-30T20:16:25.452808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-30T20:16:25.453092] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-30T20:16:25.454056] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-30T20:16:25.454107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:25.454138] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:25.454163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:25.454220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:25.511274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:25.511889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:25.511988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:25.512020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:25.632935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:25.633057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:25.633096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:25.633122] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:25.636360] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-30T20:16:25.636641] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-30T20:16:25.636770] [INFO ] [sig       ] AREC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:25.775667] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AREC.txt
[2025-12-30T20:16:25.775792] [INFO ] [sig       ] [232/3539] Completed AREC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:25.775835] [INFO ] [sig       ] [233/3539] Forecasting ARES...
[2025-12-30T20:16:25.775864] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-30T20:16:25.775894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-30T20:16:25.787392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-30T20:16:25.787693] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-30T20:16:25.788435] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-30T20:16:25.788486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:25.788517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:25.788543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:25.788619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:25.845442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:25.846042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:25.846121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:25.846152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:25.968900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:25.969026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:25.969063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:25.969090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:25.972749] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-30T20:16:25.973013] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-30T20:16:25.973137] [INFO ] [sig       ] ARES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:26.114386] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARES.txt
[2025-12-30T20:16:26.114506] [INFO ] [sig       ] [233/3539] Completed ARES in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:26.114544] [INFO ] [sig       ] [234/3539] Forecasting ARGX...
[2025-12-30T20:16:26.114591] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-30T20:16:26.114625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-30T20:16:26.125675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-30T20:16:26.125969] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-30T20:16:26.126748] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-30T20:16:26.126800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:26.126831] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:26.126857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:26.126914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:26.184406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:26.185011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:26.185091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:26.185122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:26.308733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:26.308853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:26.308889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:26.308947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:26.312558] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-30T20:16:26.312843] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-30T20:16:26.312967] [INFO ] [sig       ] ARGX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:26.454502] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARGX.txt
[2025-12-30T20:16:26.454632] [INFO ] [sig       ] [234/3539] Completed ARGX in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:26.454672] [INFO ] [sig       ] [235/3539] Forecasting ARHS...
[2025-12-30T20:16:26.454701] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-30T20:16:26.454731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-30T20:16:26.466218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-30T20:16:26.466500] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-30T20:16:26.467262] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-30T20:16:26.467315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:26.467350] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:26.467376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:26.467433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:26.523715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:26.524292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:26.524376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:26.524407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:26.647171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:26.647299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:26.647337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:26.647364] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:26.650717] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-30T20:16:26.651000] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-30T20:16:26.651127] [INFO ] [sig       ] ARHS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:26.794884] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARHS.txt
[2025-12-30T20:16:26.795024] [INFO ] [sig       ] [235/3539] Completed ARHS in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:26.795063] [INFO ] [sig       ] [236/3539] Forecasting ARI...
[2025-12-30T20:16:26.795093] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-30T20:16:26.795123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-30T20:16:26.808941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-30T20:16:26.809270] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-30T20:16:26.810071] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-30T20:16:26.810124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:26.810155] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:26.810182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:26.810240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:26.866409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:26.867043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:26.867123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:26.867154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:26.987821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:26.987956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:26.987994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:26.988024] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:26.991309] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-30T20:16:26.991599] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-30T20:16:26.991726] [INFO ] [sig       ] ARI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:27.129958] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARI.txt
[2025-12-30T20:16:27.130085] [INFO ] [sig       ] [236/3539] Completed ARI in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:27.130123] [INFO ] [sig       ] [237/3539] Forecasting ARKO...
[2025-12-30T20:16:27.130153] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-30T20:16:27.130184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-30T20:16:27.141301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-30T20:16:27.141559] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-30T20:16:27.142334] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-30T20:16:27.142386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:27.142417] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:27.142444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:27.142501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:27.198478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:27.199114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:27.199194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:27.199225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:27.315730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:27.315901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:27.315942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:27.315971] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:27.319321] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-30T20:16:27.319607] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-30T20:16:27.319736] [INFO ] [sig       ] ARKO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:27.459148] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARKO.txt
[2025-12-30T20:16:27.459285] [INFO ] [sig       ] [237/3539] Completed ARKO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:27.459324] [INFO ] [sig       ] [238/3539] Forecasting ARLO...
[2025-12-30T20:16:27.459354] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-30T20:16:27.459387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-30T20:16:27.471292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-30T20:16:27.471561] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-30T20:16:27.472737] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-30T20:16:27.472789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:27.472821] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:27.472848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:27.472905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:27.529162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:27.529780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:27.529858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:27.529890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:27.651459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:27.651619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:27.651661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:27.651689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:27.654995] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-30T20:16:27.655265] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-30T20:16:27.655391] [INFO ] [sig       ] ARLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:27.797331] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARLO.txt
[2025-12-30T20:16:27.797458] [INFO ] [sig       ] [238/3539] Completed ARLO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-30T20:16:27.797497] [INFO ] [sig       ] [239/3539] Forecasting ARLP...
[2025-12-30T20:16:27.797526] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-30T20:16:27.797558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-30T20:16:27.808963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-30T20:16:27.809229] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-30T20:16:27.809991] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-30T20:16:27.810043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:27.810075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:27.810101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:27.810159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:27.866137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:27.866740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:27.866818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:27.866849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:27.982078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:27.982225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:27.982264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:27.982293] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:27.985645] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-30T20:16:27.985912] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-30T20:16:27.986037] [INFO ] [sig       ] ARLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:28.125818] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARLP.txt
[2025-12-30T20:16:28.125995] [INFO ] [sig       ] [239/3539] Completed ARLP in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:28.126037] [INFO ] [sig       ] [240/3539] Forecasting ARM...
[2025-12-30T20:16:28.126068] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-30T20:16:28.126099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-30T20:16:28.138164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-30T20:16:28.138435] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-30T20:16:28.139272] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-30T20:16:28.139324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:28.139354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:28.139380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:28.139437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:28.199262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:28.199994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:28.200082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:28.200114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:28.321401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:28.321557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:28.321618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:28.321648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:28.325172] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-30T20:16:28.325453] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-30T20:16:28.325604] [INFO ] [sig       ] ARM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:28.467686] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARM.txt
[2025-12-30T20:16:28.467819] [INFO ] [sig       ] [240/3539] Completed ARM in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:28.467857] [INFO ] [sig       ] [241/3539] Forecasting ARMK...
[2025-12-30T20:16:28.467885] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-30T20:16:28.467915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-30T20:16:28.479390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-30T20:16:28.479694] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-30T20:16:28.480450] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-30T20:16:28.480501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:28.480543] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:28.480592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:28.480655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:28.538677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:28.539363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:28.539472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:28.539507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:28.669097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:28.669261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:28.669303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:28.669333] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:28.673346] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-30T20:16:28.673676] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-30T20:16:28.673815] [INFO ] [sig       ] ARMK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:28.822593] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARMK.txt
[2025-12-30T20:16:28.822742] [INFO ] [sig       ] [241/3539] Completed ARMK in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:28.822783] [INFO ] [sig       ] [242/3539] Forecasting AROC...
[2025-12-30T20:16:28.822813] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-30T20:16:28.822844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-30T20:16:28.835810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-30T20:16:28.836092] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-30T20:16:28.836880] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-30T20:16:28.836933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:28.836965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:28.836992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:28.837050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:28.900334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:28.901258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:28.901342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:28.901375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:29.026247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:29.026409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:29.026451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:29.026481] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:29.030567] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-30T20:16:29.030912] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-30T20:16:29.031054] [INFO ] [sig       ] AROC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:29.178616] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AROC.txt
[2025-12-30T20:16:29.178772] [INFO ] [sig       ] [242/3539] Completed AROC in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:29.178815] [INFO ] [sig       ] [243/3539] Forecasting ARQ...
[2025-12-30T20:16:29.178846] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-30T20:16:29.178878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-30T20:16:29.190042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-30T20:16:29.190321] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-30T20:16:29.191146] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-30T20:16:29.191199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:29.191231] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:29.191258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:29.191314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:29.249760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:29.250418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:29.250501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:29.250532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:29.367317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:29.367472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:29.367514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:29.367543] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:29.371020] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=99.90%)
[2025-12-30T20:16:29.371320] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-30T20:16:29.371454] [INFO ] [sig       ] ARQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:29.511228] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ARQ.txt
[2025-12-30T20:16:29.511360] [INFO ] [sig       ] [243/3539] Completed ARQ in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:29.511399] [INFO ] [sig       ] [244/3539] Forecasting ARQQ...
[2025-12-30T20:16:29.511429] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-30T20:16:29.511460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-30T20:16:29.522842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-30T20:16:29.523134] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-30T20:16:29.523912] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-30T20:16:29.523964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:29.523995] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:29.524021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:29.524079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:29.582835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:29.583481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:29.583563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:29.583616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:29.713215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:29.713402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:29.713464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:29.713511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:29.718568] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=38.44%)
[2025-12-30T20:16:29.719124] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-30T20:16:29.719342] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:29.880924] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARQQ.txt
[2025-12-30T20:16:29.881082] [INFO ] [sig       ] [244/3539] Completed ARQQ in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:29.881128] [INFO ] [sig       ] [245/3539] Forecasting ARRY...
[2025-12-30T20:16:29.881159] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-30T20:16:29.881191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-30T20:16:29.893130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-30T20:16:29.893487] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-30T20:16:29.894474] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-30T20:16:29.894526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:29.894558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:29.894610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:29.894829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:29.953297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:29.954080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:29.954163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:29.954195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:30.076312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:30.076471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:30.076512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:30.076541] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:30.079930] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-30T20:16:30.080200] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-30T20:16:30.080329] [INFO ] [sig       ] ARRY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:30.229015] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARRY.txt
[2025-12-30T20:16:30.229220] [INFO ] [sig       ] [245/3539] Completed ARRY in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:30.229278] [INFO ] [sig       ] [246/3539] Forecasting ARTL...
[2025-12-30T20:16:30.229320] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-30T20:16:30.229361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-30T20:16:30.241848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-30T20:16:30.242184] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-30T20:16:30.242984] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-30T20:16:30.243039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:30.243073] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:30.243100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:30.243160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:30.305747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:30.306619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:30.306707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:30.306742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:30.422961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:30.423103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:30.423143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:30.423171] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:30.426469] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-30T20:16:30.426760] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-30T20:16:30.426902] [INFO ] [sig       ] ARTL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:30.567887] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARTL.txt
[2025-12-30T20:16:30.568013] [INFO ] [sig       ] [246/3539] Completed ARTL in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:30.568051] [INFO ] [sig       ] [247/3539] Forecasting ARTNA...
[2025-12-30T20:16:30.568081] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-30T20:16:30.568111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-30T20:16:30.582178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-30T20:16:30.582475] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-30T20:16:30.583248] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-30T20:16:30.583301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:30.583334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:30.583360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:30.583418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:30.640386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:30.641049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:30.641149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:30.641183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:30.760765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:30.760951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:30.761012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:30.761055] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:30.766071] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-30T20:16:30.766461] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-30T20:16:30.766666] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:30.924016] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARTNA.txt
[2025-12-30T20:16:30.924147] [INFO ] [sig       ] [247/3539] Completed ARTNA in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:30.924185] [INFO ] [sig       ] [248/3539] Forecasting ARVN...
[2025-12-30T20:16:30.924213] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-30T20:16:30.924245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-30T20:16:30.935306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-30T20:16:30.935599] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-30T20:16:30.936356] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-30T20:16:30.936407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:30.936463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:30.936491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:30.936549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:30.993206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:30.993949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:30.994033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:30.994066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:31.112446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:31.112620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:31.112680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:31.112709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:31.116045] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-30T20:16:31.116315] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-30T20:16:31.116443] [INFO ] [sig       ] ARVN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:31.255144] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ARVN.txt
[2025-12-30T20:16:31.255273] [INFO ] [sig       ] [248/3539] Completed ARVN in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-30T20:16:31.255312] [INFO ] [sig       ] [249/3539] Forecasting ASA...
[2025-12-30T20:16:31.255341] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-30T20:16:31.255372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-30T20:16:31.267094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-30T20:16:31.267378] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-30T20:16:31.268149] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-30T20:16:31.268201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:31.268233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:31.268259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:31.268316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:31.324757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:31.325593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:31.325675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:31.325708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:31.444460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:31.444623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:31.444666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:31.444695] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:31.448077] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-30T20:16:31.448347] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-30T20:16:31.448474] [INFO ] [sig       ] ASA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:31.588140] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASA.txt
[2025-12-30T20:16:31.588266] [INFO ] [sig       ] [249/3539] Completed ASA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:31.588304] [INFO ] [sig       ] [250/3539] Forecasting ASB...
[2025-12-30T20:16:31.588333] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-30T20:16:31.588365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-30T20:16:31.600228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-30T20:16:31.600529] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-30T20:16:31.601296] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-30T20:16:31.601348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:31.601380] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:31.601407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:31.601467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:31.658971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:31.659655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:31.659749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:31.659782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:31.778241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:31.778395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:31.778436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:31.778467] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:31.782053] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-30T20:16:31.782336] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-30T20:16:31.782472] [INFO ] [sig       ] ASB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:31.932219] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASB.txt
[2025-12-30T20:16:31.932360] [INFO ] [sig       ] [250/3539] Completed ASB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:31.932409] [INFO ] [sig       ] [251/3539] Forecasting ASBA...
[2025-12-30T20:16:31.932445] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-30T20:16:31.932484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-30T20:16:31.943976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-30T20:16:31.944243] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-30T20:16:31.945042] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-30T20:16:31.945096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:31.945128] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:31.945156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:31.945215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:32.003653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:32.004385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:32.004472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:32.004505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:32.122161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:32.122317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:32.122356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:32.122421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:32.125817] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-30T20:16:32.126085] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-30T20:16:32.126211] [INFO ] [sig       ] ASBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:32.268676] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASBA.txt
[2025-12-30T20:16:32.268856] [INFO ] [sig       ] [251/3539] Completed ASBA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:32.268899] [INFO ] [sig       ] [252/3539] Forecasting ASC...
[2025-12-30T20:16:32.268929] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-30T20:16:32.268962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-30T20:16:32.281165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-30T20:16:32.281437] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-30T20:16:32.282236] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-30T20:16:32.282290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:32.282334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:32.282362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:32.282422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:32.342586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:32.343357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:32.343464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:32.343500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:32.458481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:32.458650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:32.458693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:32.458745] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:32.462163] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-30T20:16:32.462457] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-30T20:16:32.462618] [INFO ] [sig       ] ASC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:32.610261] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASC.txt
[2025-12-30T20:16:32.610411] [INFO ] [sig       ] [252/3539] Completed ASC in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:32.610451] [INFO ] [sig       ] [253/3539] Forecasting ASG...
[2025-12-30T20:16:32.610485] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-30T20:16:32.610519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-30T20:16:32.622330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-30T20:16:32.622639] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-30T20:16:32.623392] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-30T20:16:32.623444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:32.623476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:32.623502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:32.623559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:32.682106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:32.682880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:32.682970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:32.683015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:32.806401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:32.806555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:32.806614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:32.806645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:32.810077] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-30T20:16:32.810347] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-30T20:16:32.810471] [INFO ] [sig       ] ASG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:32.958950] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASG.txt
[2025-12-30T20:16:32.959105] [INFO ] [sig       ] [253/3539] Completed ASG in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:32.959144] [INFO ] [sig       ] [254/3539] Forecasting ASGI...
[2025-12-30T20:16:32.959174] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-30T20:16:32.959208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-30T20:16:32.971108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-30T20:16:32.971472] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-30T20:16:32.972327] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-30T20:16:32.972380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:32.972411] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:32.972438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:32.972494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:33.032128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:33.032843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:33.032927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:33.032959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:33.155504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:33.155685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:33.155729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:33.155758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:33.159272] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-30T20:16:33.159601] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-30T20:16:33.159744] [INFO ] [sig       ] ASGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:33.306714] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASGI.txt
[2025-12-30T20:16:33.306847] [INFO ] [sig       ] [254/3539] Completed ASGI in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:33.306887] [INFO ] [sig       ] [255/3539] Forecasting ASGN...
[2025-12-30T20:16:33.306918] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-30T20:16:33.306950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-30T20:16:33.320636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-30T20:16:33.320979] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-30T20:16:33.321977] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-30T20:16:33.322031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:33.322062] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:33.322088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:33.322146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:33.380861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:33.381727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:33.381812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:33.381845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:33.504875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:33.505033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:33.505076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:33.505104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:33.508506] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-12-30T20:16:33.508841] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-30T20:16:33.508973] [INFO ] [sig       ] ASGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:33.653325] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASGN.txt
[2025-12-30T20:16:33.653488] [INFO ] [sig       ] [255/3539] Completed ASGN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:33.653529] [INFO ] [sig       ] [256/3539] Forecasting ASH...
[2025-12-30T20:16:33.653564] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-30T20:16:33.653624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-30T20:16:33.664927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-30T20:16:33.665282] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-30T20:16:33.666058] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-30T20:16:33.666111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:33.666142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:33.666167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:33.666225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:33.725722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:33.726593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:33.726696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:33.726731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:33.850257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:33.850415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:33.850457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:33.850487] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:33.853960] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-30T20:16:33.854234] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-30T20:16:33.854362] [INFO ] [sig       ] ASH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:33.998076] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASH.txt
[2025-12-30T20:16:33.998283] [INFO ] [sig       ] [256/3539] Completed ASH in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:33.998347] [INFO ] [sig       ] [257/3539] Forecasting ASIX...
[2025-12-30T20:16:33.998396] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-30T20:16:33.998445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-30T20:16:34.011604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-30T20:16:34.011988] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-30T20:16:34.012803] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-30T20:16:34.012857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:34.012889] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:34.012917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:34.012976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:34.072263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:34.073106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:34.073192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:34.073225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:34.190818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:34.190963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:34.191002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:34.191029] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:34.194558] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-30T20:16:34.195037] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-30T20:16:34.195162] [INFO ] [sig       ] ASIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:34.342752] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASIX.txt
[2025-12-30T20:16:34.342957] [INFO ] [sig       ] [257/3539] Completed ASIX in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:34.343016] [INFO ] [sig       ] [258/3539] Forecasting ASLE...
[2025-12-30T20:16:34.343063] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-30T20:16:34.343110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-30T20:16:34.357768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-30T20:16:34.358116] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-30T20:16:34.358975] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-30T20:16:34.359030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:34.359063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:34.359091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:34.359151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:34.418878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:34.419465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:34.419586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:34.419622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:34.541416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:34.541534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:34.541588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:34.541621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:34.544822] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-30T20:16:34.545085] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-30T20:16:34.545208] [INFO ] [sig       ] ASLE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:34.685549] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASLE.txt
[2025-12-30T20:16:34.685677] [INFO ] [sig       ] [258/3539] Completed ASLE in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:34.685904] [INFO ] [sig       ] [259/3539] Forecasting ASMB...
[2025-12-30T20:16:34.685934] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-30T20:16:34.685965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-30T20:16:34.698003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-30T20:16:34.698279] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-30T20:16:34.699091] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-30T20:16:34.699143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:34.699175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:34.699201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:34.699259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:34.759156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:34.759792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:34.759873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:34.759906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:34.883238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:34.883391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:34.883431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:34.883474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:34.887188] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-30T20:16:34.887467] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-30T20:16:34.887612] [INFO ] [sig       ] ASMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:35.031038] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASMB.txt
[2025-12-30T20:16:35.031178] [INFO ] [sig       ] [259/3539] Completed ASMB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:35.031225] [INFO ] [sig       ] [260/3539] Forecasting ASML...
[2025-12-30T20:16:35.031256] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-30T20:16:35.031286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-30T20:16:35.042833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-30T20:16:35.043113] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-30T20:16:35.043894] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-30T20:16:35.043947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:35.043978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:35.044004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:35.044062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:35.102857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:35.103533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:35.103652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:35.103687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:35.231045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:35.231192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:35.231231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:35.231259] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:35.234603] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-30T20:16:35.234870] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-30T20:16:35.234992] [INFO ] [sig       ] ASML: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:35.382168] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASML.txt
[2025-12-30T20:16:35.382329] [INFO ] [sig       ] [260/3539] Completed ASML in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:35.382370] [INFO ] [sig       ] [261/3539] Forecasting ASND...
[2025-12-30T20:16:35.382400] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-30T20:16:35.382431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-30T20:16:35.596706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-30T20:16:35.597020] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-30T20:16:35.597789] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-30T20:16:35.597842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:35.597875] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:35.597902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:35.597960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:35.657908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:35.658974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:35.659061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:35.659098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:35.781198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:35.781355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:35.781395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:35.781424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:35.784798] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-30T20:16:35.785070] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-30T20:16:35.785199] [INFO ] [sig       ] ASND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:35.988645] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASND.txt
[2025-12-30T20:16:35.988856] [INFO ] [sig       ] [261/3539] Completed ASND in 0.6s | 2.85 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-30T20:16:35.988898] [INFO ] [sig       ] [262/3539] Forecasting ASO...
[2025-12-30T20:16:35.988927] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-30T20:16:35.988959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-30T20:16:36.001913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-30T20:16:36.002320] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-30T20:16:36.003128] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-30T20:16:36.003181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:36.003213] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:36.003240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:36.003298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:36.063204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:36.064109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:36.064192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:36.064225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:36.181306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:36.181467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:36.181507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:36.181536] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:36.184921] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-30T20:16:36.185196] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-30T20:16:36.185323] [INFO ] [sig       ] ASO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:36.327283] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASO.txt
[2025-12-30T20:16:36.327446] [INFO ] [sig       ] [262/3539] Completed ASO in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:36.327488] [INFO ] [sig       ] [263/3539] Forecasting ASPI...
[2025-12-30T20:16:36.327518] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-30T20:16:36.327550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-30T20:16:36.340017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-30T20:16:36.340378] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-30T20:16:36.341189] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-30T20:16:36.341242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:36.341280] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:36.341315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:36.341404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:36.398384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:36.399095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:36.399176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:36.399209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:36.516298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:36.516450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:36.516495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:36.516524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:36.519889] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-30T20:16:36.520160] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-30T20:16:36.520289] [INFO ] [sig       ] ASPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:36.663425] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASPI.txt
[2025-12-30T20:16:36.663585] [INFO ] [sig       ] [263/3539] Completed ASPI in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:36.663632] [INFO ] [sig       ] [264/3539] Forecasting ASPN...
[2025-12-30T20:16:36.663663] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-30T20:16:36.663703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-30T20:16:36.675397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-30T20:16:36.675709] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-30T20:16:36.676534] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-30T20:16:36.676611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:36.676649] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:36.676678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:36.676737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:36.733752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:36.734556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:36.734890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:36.734925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:36.859466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:36.859629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:36.859671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:36.859699] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:36.862995] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-30T20:16:36.863268] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-30T20:16:36.863391] [INFO ] [sig       ] ASPN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:37.003702] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASPN.txt
[2025-12-30T20:16:37.003822] [INFO ] [sig       ] [264/3539] Completed ASPN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:37.003860] [INFO ] [sig       ] [265/3539] Forecasting ASPS...
[2025-12-30T20:16:37.003890] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-30T20:16:37.003919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-30T20:16:37.019003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-30T20:16:37.019384] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-30T20:16:37.020234] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-30T20:16:37.020298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:37.020359] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:37.020388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:37.020445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:37.078757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:37.079428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:37.079514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:37.079545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:37.190758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:37.190898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:37.190937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:37.190965] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:37.194255] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-30T20:16:37.194529] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-30T20:16:37.194674] [INFO ] [sig       ] ASPS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:37.332781] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASPS.txt
[2025-12-30T20:16:37.332930] [INFO ] [sig       ] [265/3539] Completed ASPS in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-30T20:16:37.332970] [INFO ] [sig       ] [266/3539] Forecasting ASTE...
[2025-12-30T20:16:37.332998] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-30T20:16:37.333030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-30T20:16:37.344132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-30T20:16:37.344428] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-30T20:16:37.345232] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-30T20:16:37.345285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:37.345317] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:37.345344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:37.345402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:37.403717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:37.404460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:37.404549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:37.404599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:37.522224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:37.522388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:37.522431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:37.522459] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:37.525909] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-30T20:16:37.526205] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-30T20:16:37.526339] [INFO ] [sig       ] ASTE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:37.666488] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASTE.txt
[2025-12-30T20:16:37.666662] [INFO ] [sig       ] [266/3539] Completed ASTE in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:37.666704] [INFO ] [sig       ] [267/3539] Forecasting ASTH...
[2025-12-30T20:16:37.666733] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-30T20:16:37.666766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-30T20:16:37.677947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-30T20:16:37.678270] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-30T20:16:37.679114] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-30T20:16:37.679167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:37.679198] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:37.679223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:37.679281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:37.735503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:37.736252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:37.736335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:37.736367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:37.856746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:37.856893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:37.856935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:37.856962] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:37.860330] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-30T20:16:37.860625] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-30T20:16:37.860753] [INFO ] [sig       ] ASTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:38.000713] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASTH.txt
[2025-12-30T20:16:38.000851] [INFO ] [sig       ] [267/3539] Completed ASTH in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:38.000890] [INFO ] [sig       ] [268/3539] Forecasting ASTI...
[2025-12-30T20:16:38.000918] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-30T20:16:38.000951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-30T20:16:38.011691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-30T20:16:38.011995] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-30T20:16:38.012784] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-30T20:16:38.012837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:38.012868] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:38.012895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:38.012952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:38.068692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:38.069313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:38.069394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:38.069425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:38.187773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:38.187912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:38.187950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:38.188005] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:38.194839] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=37.02%)
[2025-12-30T20:16:38.195123] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-30T20:16:38.195277] [INFO ] [sig       ] ASTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:38.334369] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ASTI.txt
[2025-12-30T20:16:38.334505] [INFO ] [sig       ] [268/3539] Completed ASTI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:38.334547] [INFO ] [sig       ] [269/3539] Forecasting ASTL...
[2025-12-30T20:16:38.334593] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-30T20:16:38.334631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-30T20:16:38.345684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-30T20:16:38.345973] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-30T20:16:38.346764] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-30T20:16:38.346817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:38.346858] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:38.346886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:38.346944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:38.402841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:38.403445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:38.403540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:38.403591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:38.520809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:38.520960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:38.521002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:38.521029] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:38.524364] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-30T20:16:38.524662] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-30T20:16:38.524788] [INFO ] [sig       ] ASTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:38.662365] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASTL.txt
[2025-12-30T20:16:38.662492] [INFO ] [sig       ] [269/3539] Completed ASTL in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:38.662531] [INFO ] [sig       ] [270/3539] Forecasting ASTS...
[2025-12-30T20:16:38.662560] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-30T20:16:38.662610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-30T20:16:38.674015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-30T20:16:38.674299] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-30T20:16:38.675087] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-30T20:16:38.675141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:38.675171] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:38.675197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:38.675254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:38.731319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:38.731962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:38.732044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:38.732076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:38.852233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:38.852384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:38.852424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:38.852453] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:38.855774] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-30T20:16:38.856059] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-30T20:16:38.856184] [INFO ] [sig       ] ASTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:38.994698] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASTS.txt
[2025-12-30T20:16:38.994843] [INFO ] [sig       ] [270/3539] Completed ASTS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:38.994882] [INFO ] [sig       ] [271/3539] Forecasting ASX...
[2025-12-30T20:16:38.994913] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-30T20:16:38.994946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-30T20:16:39.006560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-30T20:16:39.006862] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-30T20:16:39.007631] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-30T20:16:39.007688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:39.007718] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:39.007745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:39.007802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:39.064462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:39.065317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:39.065406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:39.065438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:39.188606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:39.188785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:39.188827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:39.188855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:39.192223] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-30T20:16:39.192504] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-30T20:16:39.192651] [INFO ] [sig       ] ASX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:39.331135] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASX.txt
[2025-12-30T20:16:39.331264] [INFO ] [sig       ] [271/3539] Completed ASX in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:39.331303] [INFO ] [sig       ] [272/3539] Forecasting ASYS...
[2025-12-30T20:16:39.331331] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-30T20:16:39.331360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-30T20:16:39.342591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-30T20:16:39.342870] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-30T20:16:39.343637] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-30T20:16:39.343706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:39.343738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:39.343764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:39.343822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:39.399734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:39.400473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:39.400555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:39.400606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:39.521843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:39.522018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:39.522064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:39.522092] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:39.525457] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-30T20:16:39.525752] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-30T20:16:39.525881] [INFO ] [sig       ] ASYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:39.664306] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ASYS.txt
[2025-12-30T20:16:39.664440] [INFO ] [sig       ] [272/3539] Completed ASYS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-30T20:16:39.664479] [INFO ] [sig       ] [273/3539] Forecasting ATAI...
[2025-12-30T20:16:39.664509] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-30T20:16:39.664540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-30T20:16:39.675894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-30T20:16:39.676294] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-30T20:16:39.677250] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-30T20:16:39.677313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:39.677353] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:39.677390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:39.677462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:39.743767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:39.744438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:39.744521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:39.744553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:39.864742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:39.864938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:39.864986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:39.865016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:39.868409] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=36.03%)
[2025-12-30T20:16:39.868702] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-30T20:16:39.868848] [INFO ] [sig       ] ATAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:40.008147] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATAI.txt
[2025-12-30T20:16:40.008280] [INFO ] [sig       ] [273/3539] Completed ATAI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:40.008319] [INFO ] [sig       ] [274/3539] Forecasting ATEC...
[2025-12-30T20:16:40.008349] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-30T20:16:40.008380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-30T20:16:40.020536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-30T20:16:40.020895] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-30T20:16:40.021689] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-30T20:16:40.021742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:40.021774] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:40.021800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:40.021857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:40.077848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:40.078489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:40.078586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:40.078621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:40.203424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:40.203594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:40.203636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:40.203665] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:40.207000] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-12-30T20:16:40.207268] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-30T20:16:40.207394] [INFO ] [sig       ] ATEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:40.364813] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATEC.txt
[2025-12-30T20:16:40.365196] [INFO ] [sig       ] [274/3539] Completed ATEC in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:40.365245] [INFO ] [sig       ] [275/3539] Forecasting ATEN...
[2025-12-30T20:16:40.365277] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-30T20:16:40.365317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-30T20:16:40.378929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-30T20:16:40.379356] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-30T20:16:40.380252] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-30T20:16:40.380309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:40.380345] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:40.380385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:40.380449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:40.443167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:40.444083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:40.444202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:40.444236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:40.567058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:40.567218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:40.567260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:40.567289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:40.570658] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-30T20:16:40.570928] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-30T20:16:40.571052] [INFO ] [sig       ] ATEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:40.712514] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATEN.txt
[2025-12-30T20:16:40.712662] [INFO ] [sig       ] [275/3539] Completed ATEN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:40.712703] [INFO ] [sig       ] [276/3539] Forecasting ATEX...
[2025-12-30T20:16:40.712733] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-30T20:16:40.712764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-30T20:16:40.724156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-30T20:16:40.724469] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-30T20:16:40.725236] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-30T20:16:40.725299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:40.725332] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:40.725358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:40.725416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:40.784281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:40.785158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:40.785246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:40.785283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:40.901792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:40.901948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:40.901995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:40.902025] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:40.905546] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-30T20:16:40.905857] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-30T20:16:40.905990] [INFO ] [sig       ] ATEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:41.049893] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATEX.txt
[2025-12-30T20:16:41.050019] [INFO ] [sig       ] [276/3539] Completed ATEX in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:41.050059] [INFO ] [sig       ] [277/3539] Forecasting ATGE...
[2025-12-30T20:16:41.050089] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-30T20:16:41.050119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-30T20:16:41.061513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-30T20:16:41.061846] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-30T20:16:41.062621] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-30T20:16:41.062673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:41.062704] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:41.062730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:41.062788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:41.119237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:41.119878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:41.119980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:41.120012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:41.236744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:41.236907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:41.236948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:41.236976] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:41.240364] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-30T20:16:41.240654] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-30T20:16:41.240783] [INFO ] [sig       ] ATGE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:41.385263] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATGE.txt
[2025-12-30T20:16:41.385404] [INFO ] [sig       ] [277/3539] Completed ATGE in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:41.385443] [INFO ] [sig       ] [278/3539] Forecasting ATHA...
[2025-12-30T20:16:41.385474] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-30T20:16:41.385504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-30T20:16:41.396626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-30T20:16:41.396909] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-30T20:16:41.397685] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-30T20:16:41.397738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:41.397770] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:41.397797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:41.397854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:41.456482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:41.457305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:41.457396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:41.457432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:41.579383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:41.579531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:41.579585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:41.579621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:41.582961] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-30T20:16:41.583229] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-30T20:16:41.583355] [INFO ] [sig       ] ATHA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:41.725733] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATHA.txt
[2025-12-30T20:16:41.725881] [INFO ] [sig       ] [278/3539] Completed ATHA in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:41.725922] [INFO ] [sig       ] [279/3539] Forecasting ATHM...
[2025-12-30T20:16:41.725952] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-30T20:16:41.725983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-30T20:16:41.737304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-30T20:16:41.737664] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-30T20:16:41.738416] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-30T20:16:41.738469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:41.738500] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:41.738527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:41.738601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:41.795719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:41.796427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:41.796512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:41.796545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:41.923707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:41.924042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:41.924082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:41.924111] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:41.927639] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-30T20:16:41.927909] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-30T20:16:41.928035] [INFO ] [sig       ] ATHM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:42.071351] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATHM.txt
[2025-12-30T20:16:42.071480] [INFO ] [sig       ] [279/3539] Completed ATHM in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:42.071524] [INFO ] [sig       ] [280/3539] Forecasting ATI...
[2025-12-30T20:16:42.071555] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-30T20:16:42.071605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-30T20:16:42.082985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-30T20:16:42.083275] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-30T20:16:42.084068] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-30T20:16:42.084121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:42.084153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:42.084179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:42.084236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:42.141790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:42.142385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:42.142467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:42.142499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:42.263532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:42.263711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:42.263754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:42.263783] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:42.267333] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-30T20:16:42.267621] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-30T20:16:42.267746] [INFO ] [sig       ] ATI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:42.406663] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATI.txt
[2025-12-30T20:16:42.406805] [INFO ] [sig       ] [280/3539] Completed ATI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:42.406844] [INFO ] [sig       ] [281/3539] Forecasting ATLC...
[2025-12-30T20:16:42.406873] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-30T20:16:42.406903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-30T20:16:42.419367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-30T20:16:42.419691] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-30T20:16:42.420450] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-30T20:16:42.420501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:42.420533] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:42.420560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:42.420640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:42.476844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:42.477438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:42.477518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:42.477549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:42.597599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:42.597713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:42.597749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:42.597777] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:42.601016] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-30T20:16:42.601283] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-30T20:16:42.601431] [INFO ] [sig       ] ATLC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:42.746290] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATLC.txt
[2025-12-30T20:16:42.746444] [INFO ] [sig       ] [281/3539] Completed ATLC in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:42.746485] [INFO ] [sig       ] [282/3539] Forecasting ATLCZ...
[2025-12-30T20:16:42.746513] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-30T20:16:42.746545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-30T20:16:42.760561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-30T20:16:42.760990] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-30T20:16:42.762003] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-30T20:16:42.762068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:42.762148] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:42.762190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:42.762271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:42.825948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:42.826878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:42.826971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:42.827005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:42.945095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:42.945270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:42.945322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:42.945356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:42.948929] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-12-30T20:16:42.949222] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-30T20:16:42.949356] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:43.096914] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATLCZ.txt
[2025-12-30T20:16:43.097086] [INFO ] [sig       ] [282/3539] Completed ATLCZ in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:43.097130] [INFO ] [sig       ] [283/3539] Forecasting ATLO...
[2025-12-30T20:16:43.097160] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-30T20:16:43.097191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-30T20:16:43.109234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-30T20:16:43.109668] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-30T20:16:43.110522] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-30T20:16:43.110592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:43.110627] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:43.110654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:43.110711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:43.168213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:43.169186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:43.169273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:43.169307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:43.278514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:43.278694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:43.278774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:43.278808] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:43.282342] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=79.91%)
[2025-12-30T20:16:43.282659] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-30T20:16:43.282794] [INFO ] [sig       ] ATLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:43.446828] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATLO.txt
[2025-12-30T20:16:43.446998] [INFO ] [sig       ] [283/3539] Completed ATLO in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-30T20:16:43.447043] [INFO ] [sig       ] [284/3539] Forecasting ATNI...
[2025-12-30T20:16:43.447074] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-30T20:16:43.447116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-30T20:16:43.460844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-30T20:16:43.461378] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-30T20:16:43.462642] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-30T20:16:43.462715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:43.462766] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:43.462809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:43.462903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:43.550360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:43.551256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:43.551348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:43.551382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:43.674960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:43.675115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:43.675156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:43.675184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:43.678540] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-30T20:16:43.678862] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-30T20:16:43.678993] [INFO ] [sig       ] ATNI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:43.830899] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATNI.txt
[2025-12-30T20:16:43.831048] [INFO ] [sig       ] [284/3539] Completed ATNI in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:43.831091] [INFO ] [sig       ] [285/3539] Forecasting ATO...
[2025-12-30T20:16:43.831120] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-30T20:16:43.831152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-30T20:16:43.842900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-30T20:16:43.843241] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-30T20:16:43.844036] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-30T20:16:43.844091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:43.844124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:43.844152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:43.844210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:43.907561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:43.908464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:43.908552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:43.908605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:44.037707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:44.037889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:44.037939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:44.038001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:44.041549] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-30T20:16:44.041845] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-30T20:16:44.041975] [INFO ] [sig       ] ATO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:44.182934] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATO.txt
[2025-12-30T20:16:44.183097] [INFO ] [sig       ] [285/3539] Completed ATO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:44.183139] [INFO ] [sig       ] [286/3539] Forecasting ATOM...
[2025-12-30T20:16:44.183168] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-30T20:16:44.183200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-30T20:16:44.195273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-30T20:16:44.195676] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-30T20:16:44.196471] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-30T20:16:44.196524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:44.196555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:44.196601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:44.196660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:44.253333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:44.254201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:44.254310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:44.254345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:44.383665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:44.383831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:44.383873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:44.383904] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:44.387820] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-30T20:16:44.388403] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-30T20:16:44.388556] [INFO ] [sig       ] ATOM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:44.543921] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATOM.txt
[2025-12-30T20:16:44.544088] [INFO ] [sig       ] [286/3539] Completed ATOM in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:44.544133] [INFO ] [sig       ] [287/3539] Forecasting ATRA...
[2025-12-30T20:16:44.544167] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-30T20:16:44.544200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-30T20:16:44.555709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-30T20:16:44.556044] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-30T20:16:44.556883] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-30T20:16:44.556938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:44.556980] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:44.557009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:44.557068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:44.616540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:44.617302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:44.617386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:44.617420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:44.746358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:44.746526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:44.746593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:44.746627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:44.750195] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-30T20:16:44.750469] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-30T20:16:44.750611] [INFO ] [sig       ] ATRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:44.902149] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATRA.txt
[2025-12-30T20:16:44.902312] [INFO ] [sig       ] [287/3539] Completed ATRA in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:44.902357] [INFO ] [sig       ] [288/3539] Forecasting ATRC...
[2025-12-30T20:16:44.902390] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-30T20:16:44.902422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-30T20:16:44.914443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-30T20:16:44.914806] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-30T20:16:44.915662] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-30T20:16:44.915726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:44.915758] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:44.915785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:44.915843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:44.974954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:44.975692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:44.975777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:44.975810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:45.095651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:45.095814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:45.095856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:45.095886] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:45.099336] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-30T20:16:45.099637] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-30T20:16:45.099768] [INFO ] [sig       ] ATRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:45.248832] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATRC.txt
[2025-12-30T20:16:45.248990] [INFO ] [sig       ] [288/3539] Completed ATRC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:45.249031] [INFO ] [sig       ] [289/3539] Forecasting ATRO...
[2025-12-30T20:16:45.249063] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-30T20:16:45.249096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-30T20:16:45.260223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-30T20:16:45.260551] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-30T20:16:45.261386] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-30T20:16:45.261441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:45.261475] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:45.261503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:45.261598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:45.320742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:45.321529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:45.321632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:45.321666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:45.451842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:45.452013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:45.452056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:45.452085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:45.455765] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-30T20:16:45.456073] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-30T20:16:45.456209] [INFO ] [sig       ] ATRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:45.607320] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ATRO.txt
[2025-12-30T20:16:45.607460] [INFO ] [sig       ] [289/3539] Completed ATRO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-30T20:16:45.607500] [INFO ] [sig       ] [290/3539] Forecasting ATXS...
[2025-12-30T20:16:45.607528] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-30T20:16:45.607565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-30T20:16:45.618980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-30T20:16:45.619286] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-30T20:16:45.620106] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-30T20:16:45.620161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:45.620194] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:45.620220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:45.620279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:45.679893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:45.680798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:45.680889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:45.680922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:45.802797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:45.802961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:45.803003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:45.803032] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:45.806712] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-30T20:16:45.807075] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-30T20:16:45.807221] [INFO ] [sig       ] ATXS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:45.957180] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ATXS.txt
[2025-12-30T20:16:45.957333] [INFO ] [sig       ] [290/3539] Completed ATXS in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:45.957374] [INFO ] [sig       ] [291/3539] Forecasting AUB...
[2025-12-30T20:16:45.957408] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-30T20:16:45.957461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-30T20:16:45.968802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-30T20:16:45.969175] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-30T20:16:45.970070] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-30T20:16:45.970124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:45.970157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:45.970184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:45.970242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:46.029570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:46.030473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:46.030562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:46.030616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:46.156143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:46.156327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:46.156369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:46.156398] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:46.160372] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-30T20:16:46.160807] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-30T20:16:46.160978] [INFO ] [sig       ] AUB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:46.312881] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AUB.txt
[2025-12-30T20:16:46.313050] [INFO ] [sig       ] [291/3539] Completed AUB in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:46.313093] [INFO ] [sig       ] [292/3539] Forecasting AUDC...
[2025-12-30T20:16:46.313123] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-30T20:16:46.313154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-30T20:16:46.324650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-30T20:16:46.325024] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-30T20:16:46.325855] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-30T20:16:46.325909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:46.325942] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:46.325970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:46.326030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:46.385996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:46.386909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:46.387048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:46.387084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:46.510482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:46.510664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:46.510709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:46.510738] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:46.514303] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-30T20:16:46.514618] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-30T20:16:46.514751] [INFO ] [sig       ] AUDC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:46.665787] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AUDC.txt
[2025-12-30T20:16:46.665938] [INFO ] [sig       ] [292/3539] Completed AUDC in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:46.665981] [INFO ] [sig       ] [293/3539] Forecasting AUPH...
[2025-12-30T20:16:46.666012] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-30T20:16:46.666044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-30T20:16:46.678056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-30T20:16:46.678365] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-30T20:16:46.679168] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-30T20:16:46.679221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:46.679252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:46.679278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:46.679336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:46.735465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:46.736088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:46.736168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:46.736200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:46.851735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:46.851860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:46.851903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:46.851940] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:46.855166] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2025-12-30T20:16:46.855430] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-30T20:16:46.855554] [INFO ] [sig       ] AUPH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:46.996607] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AUPH.txt
[2025-12-30T20:16:46.996734] [INFO ] [sig       ] [293/3539] Completed AUPH in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:46.996774] [INFO ] [sig       ] [294/3539] Forecasting AURA...
[2025-12-30T20:16:46.996808] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-30T20:16:46.996838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-30T20:16:47.007638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-30T20:16:47.007901] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-30T20:16:47.008667] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-30T20:16:47.008734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:47.008767] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:47.008795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:47.008853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:47.065429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:47.066089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:47.066171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:47.066204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:47.186853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:47.187003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:47.187043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:47.187087] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:47.190791] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-30T20:16:47.191055] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-30T20:16:47.191178] [INFO ] [sig       ] AURA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:47.335713] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AURA.txt
[2025-12-30T20:16:47.335839] [INFO ] [sig       ] [294/3539] Completed AURA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:47.335880] [INFO ] [sig       ] [295/3539] Forecasting AUTL...
[2025-12-30T20:16:47.335909] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-30T20:16:47.335940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-30T20:16:47.349424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-30T20:16:47.349889] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-30T20:16:47.350778] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-30T20:16:47.350835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:47.350870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:47.350898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:47.351152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:47.414305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:47.415238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:47.415345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:47.415379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:47.540372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:47.540536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:47.540600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:47.540646] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:47.544805] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-30T20:16:47.545095] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-30T20:16:47.545232] [INFO ] [sig       ] AUTL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:47.692620] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AUTL.txt
[2025-12-30T20:16:47.692804] [INFO ] [sig       ] [295/3539] Completed AUTL in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:47.692848] [INFO ] [sig       ] [296/3539] Forecasting AVA...
[2025-12-30T20:16:47.692880] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-30T20:16:47.692911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-30T20:16:47.704714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-30T20:16:47.705126] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-30T20:16:47.705957] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-30T20:16:47.706012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:47.706044] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:47.706070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:47.706128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:47.766829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:47.767718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:47.767834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:47.767885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:47.884970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:47.885126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:47.885169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:47.885199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:47.888627] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=86.79%)
[2025-12-30T20:16:47.888926] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-30T20:16:47.889055] [INFO ] [sig       ] AVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:48.031107] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVA.txt
[2025-12-30T20:16:48.031256] [INFO ] [sig       ] [296/3539] Completed AVA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:48.031294] [INFO ] [sig       ] [297/3539] Forecasting AVAH...
[2025-12-30T20:16:48.031324] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-30T20:16:48.031356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-30T20:16:48.043418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-30T20:16:48.043775] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-30T20:16:48.044744] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-30T20:16:48.044796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:48.044827] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:48.044854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:48.044911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:48.105090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:48.105848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:48.105934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:48.105969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:48.230283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:48.230463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:48.230507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:48.230537] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:48.234298] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-30T20:16:48.234598] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-30T20:16:48.234725] [INFO ] [sig       ] AVAH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:48.377561] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVAH.txt
[2025-12-30T20:16:48.377714] [INFO ] [sig       ] [297/3539] Completed AVAH in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:48.377754] [INFO ] [sig       ] [298/3539] Forecasting AVAL...
[2025-12-30T20:16:48.377786] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-30T20:16:48.377831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-30T20:16:48.389128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-30T20:16:48.389433] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-30T20:16:48.390422] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-30T20:16:48.390475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:48.390509] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:48.390552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:48.390631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:48.451561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:48.452379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:48.452463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:48.452498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:48.571513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:48.571687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:48.571729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:48.571758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:48.575091] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-30T20:16:48.575360] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-30T20:16:48.575480] [INFO ] [sig       ] AVAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:48.718321] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVAL.txt
[2025-12-30T20:16:48.718478] [INFO ] [sig       ] [298/3539] Completed AVAL in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:48.718517] [INFO ] [sig       ] [299/3539] Forecasting AVB...
[2025-12-30T20:16:48.718548] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-30T20:16:48.718599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-30T20:16:48.730630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-30T20:16:48.730929] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-30T20:16:48.731695] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-30T20:16:48.731748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:48.731804] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:48.731833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:48.731891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:48.789119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:48.789965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:48.790233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:48.790266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:48.912966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:48.913154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:48.913210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:48.913240] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:48.916681] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-30T20:16:48.916963] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-30T20:16:48.917087] [INFO ] [sig       ] AVB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:49.059134] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVB.txt
[2025-12-30T20:16:49.059270] [INFO ] [sig       ] [299/3539] Completed AVB in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:49.059309] [INFO ] [sig       ] [300/3539] Forecasting AVBP...
[2025-12-30T20:16:49.059339] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-30T20:16:49.059376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-30T20:16:49.070898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-30T20:16:49.071214] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-30T20:16:49.072009] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-30T20:16:49.072061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:49.072092] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:49.072118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:49.072182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:49.129742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:49.130454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:49.130536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:49.130568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:49.246743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:49.246897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:49.246938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:49.246966] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:49.250336] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-30T20:16:49.250623] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-30T20:16:49.250748] [INFO ] [sig       ] AVBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:49.391789] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AVBP.txt
[2025-12-30T20:16:49.391927] [INFO ] [sig       ] [300/3539] Completed AVBP in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-30T20:16:49.391967] [INFO ] [sig       ] [301/3539] Forecasting AVD...
[2025-12-30T20:16:49.391996] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-30T20:16:49.392026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-30T20:16:49.403419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-30T20:16:49.403772] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-30T20:16:49.404533] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-30T20:16:49.404607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:49.404640] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:49.404666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:49.404723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:49.461195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:49.462003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:49.462085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:49.462117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:49.580130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:49.580287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:49.580328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:49.580356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:49.583752] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-30T20:16:49.584032] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-30T20:16:49.584159] [INFO ] [sig       ] AVD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:49.728055] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AVD.txt
[2025-12-30T20:16:49.728215] [INFO ] [sig       ] [301/3539] Completed AVD in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:49.728256] [INFO ] [sig       ] [302/3539] Forecasting AVDL...
[2025-12-30T20:16:49.728284] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-30T20:16:49.728322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-30T20:16:49.740209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-30T20:16:49.740492] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-30T20:16:49.741484] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-30T20:16:49.741536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:49.741583] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:49.741614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:49.741672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:49.798409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:49.799108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:49.799190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:49.799221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:49.922609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:49.922764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:49.922805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:49.922867] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:49.926235] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-30T20:16:49.926504] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-30T20:16:49.926644] [INFO ] [sig       ] AVDL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:50.069807] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AVDL.txt
[2025-12-30T20:16:50.069972] [INFO ] [sig       ] [302/3539] Completed AVDL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:50.070014] [INFO ] [sig       ] [303/3539] Forecasting AVGO...
[2025-12-30T20:16:50.070044] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-30T20:16:50.070077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-30T20:16:50.081821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-30T20:16:50.082163] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-30T20:16:50.082982] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-30T20:16:50.083036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:50.083069] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:50.083096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:50.083154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:50.144094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:50.144956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:50.145041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:50.145075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:50.271593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:50.271752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:50.271795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:50.271825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:50.275296] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-30T20:16:50.275595] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-30T20:16:50.275729] [INFO ] [sig       ] AVGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:50.419752] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVGO.txt
[2025-12-30T20:16:50.419911] [INFO ] [sig       ] [303/3539] Completed AVGO in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:50.419953] [INFO ] [sig       ] [304/3539] Forecasting AVGX...
[2025-12-30T20:16:50.419982] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-30T20:16:50.420014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-30T20:16:50.432241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-30T20:16:50.432608] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-30T20:16:50.433401] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-30T20:16:50.433455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:50.433486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:50.433512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:50.433585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:50.490447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:50.491269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:50.491356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:50.491389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:50.613115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:50.613275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:50.613316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:50.613347] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:50.616778] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-30T20:16:50.617058] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-30T20:16:50.617182] [INFO ] [sig       ] AVGX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:50.784438] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVGX.txt
[2025-12-30T20:16:50.784618] [INFO ] [sig       ] [304/3539] Completed AVGX in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:50.784662] [INFO ] [sig       ] [305/3539] Forecasting AVK...
[2025-12-30T20:16:50.784692] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-30T20:16:50.784724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-30T20:16:50.796767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-30T20:16:50.797123] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-30T20:16:50.797934] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-30T20:16:50.797989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:50.798021] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:50.798049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:50.798302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:50.857480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:50.858360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:50.858446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:50.858480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:51.013913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:51.014293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:51.014361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:51.014410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:51.019440] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-30T20:16:51.019948] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-30T20:16:51.020152] [INFO ] [sig       ] AVK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:51.210513] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AVK.txt
[2025-12-30T20:16:51.210731] [INFO ] [sig       ] [305/3539] Completed AVK in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:51.210774] [INFO ] [sig       ] [306/3539] Forecasting AVNS...
[2025-12-30T20:16:51.210806] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-30T20:16:51.210836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-30T20:16:51.223241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-30T20:16:51.223643] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-30T20:16:51.224453] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-30T20:16:51.224507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:51.224540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:51.224568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:51.224669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:51.283776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:51.284560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:51.284661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:51.284694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:51.403499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:51.403666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:51.403708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:51.403736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:51.407037] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-30T20:16:51.407303] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-30T20:16:51.407427] [INFO ] [sig       ] AVNS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:51.553194] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVNS.txt
[2025-12-30T20:16:51.553333] [INFO ] [sig       ] [306/3539] Completed AVNS in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-30T20:16:51.553374] [INFO ] [sig       ] [307/3539] Forecasting AVO...
[2025-12-30T20:16:51.553405] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-30T20:16:51.553436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-30T20:16:51.565551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-30T20:16:51.565866] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-30T20:16:51.566849] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-30T20:16:51.566903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:51.566936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:51.566963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:51.567023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:51.628958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:51.629763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:51.629850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:51.629883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:51.761997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:51.762406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:51.762468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:51.762500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:51.767170] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-30T20:16:51.767517] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-30T20:16:51.767883] [INFO ] [sig       ] AVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:51.921096] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVO.txt
[2025-12-30T20:16:51.921245] [INFO ] [sig       ] [307/3539] Completed AVO in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:51.921284] [INFO ] [sig       ] [308/3539] Forecasting AVTX...
[2025-12-30T20:16:51.921314] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-30T20:16:51.921344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-30T20:16:51.932910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-30T20:16:51.933228] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-30T20:16:51.934061] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-30T20:16:51.934117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:51.934149] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:51.934177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:51.934236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:51.992629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:51.993442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:51.993530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:51.993564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:52.118591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:52.118777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:52.118822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:52.118851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:52.123199] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-30T20:16:52.123534] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-30T20:16:52.123705] [INFO ] [sig       ] AVTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:52.272525] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AVTX.txt
[2025-12-30T20:16:52.272683] [INFO ] [sig       ] [308/3539] Completed AVTX in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:52.272729] [INFO ] [sig       ] [309/3539] Forecasting AVXL...
[2025-12-30T20:16:52.272789] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-30T20:16:52.272825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-30T20:16:52.283896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-30T20:16:52.284222] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-30T20:16:52.285075] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-30T20:16:52.285130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:52.285162] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:52.285190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:52.285248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:52.342824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:52.343632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:52.343772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:52.343831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:52.465250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:52.465414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:52.465458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:52.465488] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:52.469172] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-30T20:16:52.469453] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-30T20:16:52.469598] [INFO ] [sig       ] AVXL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:52.617824] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVXL.txt
[2025-12-30T20:16:52.617997] [INFO ] [sig       ] [309/3539] Completed AVXL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:52.618038] [INFO ] [sig       ] [310/3539] Forecasting AVY...
[2025-12-30T20:16:52.618067] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-30T20:16:52.618098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-30T20:16:52.629748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-30T20:16:52.630042] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-30T20:16:52.630909] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-30T20:16:52.630963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:52.630994] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:52.631028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:52.631086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:52.688246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:52.689170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:52.689261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:52.689296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:52.807353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:52.807511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:52.807553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:52.807602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:52.811410] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-30T20:16:52.811799] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-30T20:16:52.811949] [INFO ] [sig       ] AVY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:52.955559] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AVY.txt
[2025-12-30T20:16:52.955715] [INFO ] [sig       ] [310/3539] Completed AVY in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:52.955754] [INFO ] [sig       ] [311/3539] Forecasting AWF...
[2025-12-30T20:16:52.955784] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-30T20:16:52.955814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-30T20:16:52.968348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-30T20:16:52.968716] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-30T20:16:52.969505] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-30T20:16:52.969557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:52.969620] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:52.969650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:52.969708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:53.028761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:53.029561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:53.029665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:53.029698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:53.150353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:53.150511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:53.150552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:53.150599] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:53.153999] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-30T20:16:53.154284] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-30T20:16:53.154418] [INFO ] [sig       ] AWF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:53.298451] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AWF.txt
[2025-12-30T20:16:53.298622] [INFO ] [sig       ] [311/3539] Completed AWF in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:53.298665] [INFO ] [sig       ] [312/3539] Forecasting AWI...
[2025-12-30T20:16:53.298696] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-30T20:16:53.298760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-30T20:16:53.310605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-30T20:16:53.310948] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-30T20:16:53.311772] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-30T20:16:53.311825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:53.311858] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:53.311884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:53.311943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:53.370137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:53.370931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:53.371014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:53.371046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:53.495227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:53.495594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:53.495645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:53.495676] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:53.499518] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2025-12-30T20:16:53.499815] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-30T20:16:53.499942] [INFO ] [sig       ] AWI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:53.643139] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AWI.txt
[2025-12-30T20:16:53.643307] [INFO ] [sig       ] [312/3539] Completed AWI in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:53.643349] [INFO ] [sig       ] [313/3539] Forecasting AWK...
[2025-12-30T20:16:53.643379] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-30T20:16:53.643410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-30T20:16:53.658662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-30T20:16:53.659191] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-30T20:16:53.660069] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-30T20:16:53.660124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:53.660157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:53.660364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:53.660422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:53.716637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:53.717292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:53.717380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:53.717411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:53.832802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:53.832941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:53.832980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:53.833008] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:53.836316] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=52.95%)
[2025-12-30T20:16:53.836603] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-30T20:16:53.836730] [INFO ] [sig       ] AWK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:53.975552] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AWK.txt
[2025-12-30T20:16:53.975705] [INFO ] [sig       ] [313/3539] Completed AWK in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:53.975744] [INFO ] [sig       ] [314/3539] Forecasting AWP...
[2025-12-30T20:16:53.975772] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-30T20:16:53.975803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-30T20:16:53.987511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-30T20:16:53.987823] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-30T20:16:53.988870] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-30T20:16:53.988927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:53.988959] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:53.988988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:53.989048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:54.045349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:54.046092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:54.046183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:54.046215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:54.167429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:54.167613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:54.167657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:54.167685] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:54.171508] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-30T20:16:54.171816] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-30T20:16:54.171951] [INFO ] [sig       ] AWP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:54.319814] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AWP.txt
[2025-12-30T20:16:54.319986] [INFO ] [sig       ] [314/3539] Completed AWP in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:54.320035] [INFO ] [sig       ] [315/3539] Forecasting AWRE...
[2025-12-30T20:16:54.320065] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-30T20:16:54.320095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-30T20:16:54.331877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-30T20:16:54.332269] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-30T20:16:54.333068] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-30T20:16:54.333121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:54.333152] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:54.333178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:54.333236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:54.390789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:54.391708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:54.391794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:54.391825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:54.502420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:54.502597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:54.502641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:54.502670] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:54.506024] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-30T20:16:54.506298] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-30T20:16:54.506424] [INFO ] [sig       ] AWRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:54.659158] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AWRE.txt
[2025-12-30T20:16:54.659362] [INFO ] [sig       ] [315/3539] Completed AWRE in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:54.659416] [INFO ] [sig       ] [316/3539] Forecasting AXGN...
[2025-12-30T20:16:54.659447] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-30T20:16:54.659478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-30T20:16:54.672110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-30T20:16:54.672515] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-30T20:16:54.673389] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-30T20:16:54.673444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:54.673507] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:54.673536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:54.673613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:54.735438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:54.736562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:54.736717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:54.736750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:54.863852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:54.864015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:54.864059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:54.864086] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:54.867454] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-30T20:16:54.867749] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-30T20:16:54.867890] [INFO ] [sig       ] AXGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:55.017105] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AXGN.txt
[2025-12-30T20:16:55.017264] [INFO ] [sig       ] [316/3539] Completed AXGN in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:55.017303] [INFO ] [sig       ] [317/3539] Forecasting AXL...
[2025-12-30T20:16:55.017333] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-30T20:16:55.017363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-30T20:16:55.028734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-30T20:16:55.029085] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-30T20:16:55.029889] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-30T20:16:55.029943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:55.029975] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:55.030002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:55.030060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:55.087786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:55.088650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:55.088754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:55.088788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:55.212882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:55.213031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:55.213071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:55.213099] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:55.216680] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-30T20:16:55.216951] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-30T20:16:55.217074] [INFO ] [sig       ] AXL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:55.362697] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AXL.txt
[2025-12-30T20:16:55.362826] [INFO ] [sig       ] [317/3539] Completed AXL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-30T20:16:55.362865] [INFO ] [sig       ] [318/3539] Forecasting AXON...
[2025-12-30T20:16:55.362910] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-30T20:16:55.362941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-30T20:16:55.374271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-30T20:16:55.374815] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-30T20:16:55.375664] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-30T20:16:55.375718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:55.375750] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:55.375778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:55.375837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:55.434113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:55.434883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:55.434967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:55.435001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:55.551736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:55.551890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:55.551931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:55.551975] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:55.555276] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-30T20:16:55.555548] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-30T20:16:55.555690] [INFO ] [sig       ] AXON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:55.699657] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AXON.txt
[2025-12-30T20:16:55.699799] [INFO ] [sig       ] [318/3539] Completed AXON in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-30T20:16:55.699838] [INFO ] [sig       ] [319/3539] Forecasting AXP...
[2025-12-30T20:16:55.699869] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-30T20:16:55.699902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-30T20:16:55.712009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-30T20:16:55.712380] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-30T20:16:55.713242] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-30T20:16:55.713297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:55.713328] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:55.713354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:55.713413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:55.769690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:55.770538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:55.770644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:55.770676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:55.899323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:55.899525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:55.899610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:55.899702] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:55.903462] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-30T20:16:55.903895] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-30T20:16:55.904074] [INFO ] [sig       ] AXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:56.066818] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AXP.txt
[2025-12-30T20:16:56.066970] [INFO ] [sig       ] [319/3539] Completed AXP in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-30T20:16:56.067012] [INFO ] [sig       ] [320/3539] Forecasting AXS...
[2025-12-30T20:16:56.067043] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-30T20:16:56.067075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-30T20:16:56.079770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-30T20:16:56.080132] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-30T20:16:56.081204] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-30T20:16:56.081265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:56.081297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:56.081324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:56.081382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:56.145138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:56.145962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:56.146046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:56.146094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:56.270516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:56.270695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:56.270738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:56.270765] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:56.274144] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-30T20:16:56.274423] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-30T20:16:56.274551] [INFO ] [sig       ] AXS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:56.420209] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AXS.txt
[2025-12-30T20:16:56.420368] [INFO ] [sig       ] [320/3539] Completed AXS in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-30T20:16:56.420408] [INFO ] [sig       ] [321/3539] Forecasting AXSM...
[2025-12-30T20:16:56.420438] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-30T20:16:56.420469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-30T20:16:56.436602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-30T20:16:56.437091] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-30T20:16:56.438290] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-30T20:16:56.438352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:56.438387] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:56.438418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:56.438493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:56.501037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:56.501952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:56.502038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:56.502070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:56.622326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:56.622495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:56.622539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:56.622585] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:56.626011] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-30T20:16:56.626295] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-30T20:16:56.626424] [INFO ] [sig       ] AXSM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:56.767124] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AXSM.txt
[2025-12-30T20:16:56.767279] [INFO ] [sig       ] [321/3539] Completed AXSM in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-30T20:16:56.767319] [INFO ] [sig       ] [322/3539] Forecasting AXTA...
[2025-12-30T20:16:56.767350] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-30T20:16:56.767381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-30T20:16:56.779452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-30T20:16:56.779803] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-30T20:16:56.780551] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-30T20:16:56.780622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:56.780655] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:56.780692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:56.780752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:56.837489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:56.838365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:56.838454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:56.838486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:56.957906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:56.958065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:56.958110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:56.958139] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:56.961554] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=28.49%)
[2025-12-30T20:16:56.961850] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-30T20:16:56.961973] [INFO ] [sig       ] AXTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:57.101075] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AXTA.txt
[2025-12-30T20:16:57.101191] [INFO ] [sig       ] [322/3539] Completed AXTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-30T20:16:57.101228] [INFO ] [sig       ] [323/3539] Forecasting AXTI...
[2025-12-30T20:16:57.101257] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-30T20:16:57.101287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-30T20:16:57.112870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-30T20:16:57.113137] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-30T20:16:57.113906] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-30T20:16:57.113958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:57.113989] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:57.114015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:57.114072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:57.171788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:57.172401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:57.172483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:57.172516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:57.296531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:57.296720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:57.296763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:57.296800] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:57.300244] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-12-30T20:16:57.300525] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-30T20:16:57.300671] [INFO ] [sig       ] AXTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:57.441652] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AXTI.txt
[2025-12-30T20:16:57.441771] [INFO ] [sig       ] [323/3539] Completed AXTI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:57.441809] [INFO ] [sig       ] [324/3539] Forecasting AYI...
[2025-12-30T20:16:57.441839] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-30T20:16:57.441869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-30T20:16:57.453077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-30T20:16:57.453349] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-30T20:16:57.454165] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-30T20:16:57.454220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:57.454252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:57.454280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:57.454337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:57.512038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:57.512703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:57.512786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:57.512818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:57.635390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:57.635525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:57.635564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:57.635613] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:57.638845] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-30T20:16:57.639122] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-30T20:16:57.639244] [INFO ] [sig       ] AYI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:57.780158] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AYI.txt
[2025-12-30T20:16:57.780274] [INFO ] [sig       ] [324/3539] Completed AYI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:57.780312] [INFO ] [sig       ] [325/3539] Forecasting AZ...
[2025-12-30T20:16:57.780340] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-30T20:16:57.780370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-30T20:16:57.791640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-30T20:16:57.791907] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-30T20:16:57.792664] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-30T20:16:57.792722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:57.792755] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:57.792782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:57.792839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:57.849776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:57.850373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:57.850451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:57.850482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:57.971625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:57.971785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:57.971826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:57.971854] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:57.975347] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-30T20:16:57.975654] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-30T20:16:57.975786] [INFO ] [sig       ] AZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:58.126949] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AZ.txt
[2025-12-30T20:16:58.127105] [INFO ] [sig       ] [325/3539] Completed AZ in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:58.127144] [INFO ] [sig       ] [326/3539] Forecasting AZN...
[2025-12-30T20:16:58.127175] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-30T20:16:58.127211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-30T20:16:58.139733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-30T20:16:58.140064] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-30T20:16:58.141023] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-30T20:16:58.141075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:58.141106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:58.141132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:58.141189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:58.198297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:58.199168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:58.199255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:58.199319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:58.323672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:58.323831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:58.323872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:58.323901] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:58.327216] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-30T20:16:58.327480] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-30T20:16:58.327618] [INFO ] [sig       ] AZN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:58.468084] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AZN.txt
[2025-12-30T20:16:58.468203] [INFO ] [sig       ] [326/3539] Completed AZN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:58.468242] [INFO ] [sig       ] [327/3539] Forecasting AZO...
[2025-12-30T20:16:58.468272] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-30T20:16:58.468302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-30T20:16:58.480553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-30T20:16:58.480998] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-30T20:16:58.481872] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-30T20:16:58.481927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:58.481960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:58.481987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:58.482045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:58.542385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:58.543330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:58.543429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:58.543462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:58.662486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:58.662667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:58.662712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:58.662740] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:58.666151] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-30T20:16:58.666426] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-30T20:16:58.666552] [INFO ] [sig       ] AZO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:16:58.812658] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/AZO.txt
[2025-12-30T20:16:58.812824] [INFO ] [sig       ] [327/3539] Completed AZO in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:58.812865] [INFO ] [sig       ] [328/3539] Forecasting AZTA...
[2025-12-30T20:16:58.812896] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-30T20:16:58.812926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-30T20:16:58.826805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-30T20:16:58.827213] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-30T20:16:58.828042] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-30T20:16:58.828101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:58.828136] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:58.828166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:58.828225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:58.887535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:58.888189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:58.888272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:58.888307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:59.011095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:59.011245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:59.011285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:59.011315] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:59.014697] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-30T20:16:59.014974] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-30T20:16:59.015103] [INFO ] [sig       ] AZTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:59.171194] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AZTA.txt
[2025-12-30T20:16:59.171356] [INFO ] [sig       ] [328/3539] Completed AZTA in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:59.171395] [INFO ] [sig       ] [329/3539] Forecasting AZZ...
[2025-12-30T20:16:59.171426] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-30T20:16:59.171457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-30T20:16:59.183824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-30T20:16:59.184244] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-30T20:16:59.185055] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-30T20:16:59.185119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:59.185156] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:59.185189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:59.185258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:59.244483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:59.245420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:59.245510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:59.245545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:59.368148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:59.368310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:59.368355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:59.368385] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:59.372078] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-30T20:16:59.372390] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-30T20:16:59.372522] [INFO ] [sig       ] AZZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:59.526470] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/AZZ.txt
[2025-12-30T20:16:59.526673] [INFO ] [sig       ] [329/3539] Completed AZZ in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:59.526716] [INFO ] [sig       ] [330/3539] Forecasting BA...
[2025-12-30T20:16:59.526745] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-30T20:16:59.526776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-30T20:16:59.539265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-30T20:16:59.539668] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-30T20:16:59.540433] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-30T20:16:59.540487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:59.540519] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:59.540546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:59.540632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:59.600741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:59.601646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:59.601750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:59.601786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:16:59.726451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:16:59.726640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:16:59.726685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:16:59.726714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:16:59.731062] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-30T20:16:59.731367] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-30T20:16:59.731506] [INFO ] [sig       ] BA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:16:59.884933] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BA.txt
[2025-12-30T20:16:59.885090] [INFO ] [sig       ] [330/3539] Completed BA in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:16:59.885132] [INFO ] [sig       ] [331/3539] Forecasting BABA...
[2025-12-30T20:16:59.885165] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-30T20:16:59.885197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-30T20:16:59.897286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-30T20:16:59.897691] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-30T20:16:59.898481] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-30T20:16:59.898534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:16:59.898565] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:16:59.898613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:16:59.898670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:16:59.956612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:16:59.957477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:16:59.957563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:16:59.957618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:00.087095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:00.087318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:00.087364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:00.087395] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:00.095287] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-30T20:17:00.095670] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-30T20:17:00.095822] [INFO ] [sig       ] BABA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:00.259970] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BABA.txt
[2025-12-30T20:17:00.260138] [INFO ] [sig       ] [331/3539] Completed BABA in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:17:00.260188] [INFO ] [sig       ] [332/3539] Forecasting BABX...
[2025-12-30T20:17:00.260223] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-30T20:17:00.260256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-30T20:17:00.273467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-30T20:17:00.273826] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-30T20:17:00.274850] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-30T20:17:00.274916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:00.274963] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:00.275002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:00.275065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:00.348039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:00.348983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:00.349072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:00.349106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:00.489471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:00.489669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:00.489723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:00.489761] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:00.494589] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-30T20:17:00.494944] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-30T20:17:00.495108] [INFO ] [sig       ] BABX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:00.654310] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BABX.txt
[2025-12-30T20:17:00.654501] [INFO ] [sig       ] [332/3539] Completed BABX in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:17:00.654549] [INFO ] [sig       ] [333/3539] Forecasting BAC...
[2025-12-30T20:17:00.654600] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-30T20:17:00.654635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-30T20:17:00.666432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-30T20:17:00.666823] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-30T20:17:00.667657] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-30T20:17:00.667713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:00.667794] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:00.667823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:00.667882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:00.727411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:00.728329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:00.728427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:00.728465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:00.855260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:00.855467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:00.855518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:00.855549] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:00.859179] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-30T20:17:00.859471] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-30T20:17:00.859619] [INFO ] [sig       ] BAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:01.014395] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BAC.txt
[2025-12-30T20:17:01.014546] [INFO ] [sig       ] [333/3539] Completed BAC in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:17:01.014607] [INFO ] [sig       ] [334/3539] Forecasting BAH...
[2025-12-30T20:17:01.014640] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-30T20:17:01.014672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-30T20:17:01.026124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-30T20:17:01.026464] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-30T20:17:01.027265] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-30T20:17:01.027320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:01.027352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:01.027378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:01.027436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:01.086773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:01.087637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:01.087724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:01.087758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:01.213372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:01.213534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:01.213593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:01.213626] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:01.217085] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-30T20:17:01.217364] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-30T20:17:01.217495] [INFO ] [sig       ] BAH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:01.362908] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BAH.txt
[2025-12-30T20:17:01.363065] [INFO ] [sig       ] [334/3539] Completed BAH in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-30T20:17:01.363105] [INFO ] [sig       ] [335/3539] Forecasting BAK...
[2025-12-30T20:17:01.363136] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-30T20:17:01.363166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-30T20:17:01.375732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-30T20:17:01.376101] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-30T20:17:01.377190] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-30T20:17:01.377245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:01.377290] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:01.377319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:01.377377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:01.439516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:01.440648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:01.440738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:01.440772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:01.571098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:01.571267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:01.571311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:01.571340] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:01.575414] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-30T20:17:01.575754] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-30T20:17:01.575895] [INFO ] [sig       ] BAK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:01.726629] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BAK.txt
[2025-12-30T20:17:01.726792] [INFO ] [sig       ] [335/3539] Completed BAK in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:01.726836] [INFO ] [sig       ] [336/3539] Forecasting BALL...
[2025-12-30T20:17:01.726868] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-30T20:17:01.726901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-30T20:17:01.739069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-30T20:17:01.739479] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-30T20:17:01.740305] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-30T20:17:01.740360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:01.740392] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:01.740419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:01.740477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:01.799043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:01.799941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:01.800027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:01.800061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:01.925494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:01.925679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:01.925723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:01.925779] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:01.929340] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2025-12-30T20:17:01.929659] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-30T20:17:01.929796] [INFO ] [sig       ] BALL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:02.080316] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BALL.txt
[2025-12-30T20:17:02.080711] [INFO ] [sig       ] [336/3539] Completed BALL in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:02.080770] [INFO ] [sig       ] [337/3539] Forecasting BAM...
[2025-12-30T20:17:02.080809] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-30T20:17:02.080848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-30T20:17:02.094915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-30T20:17:02.095515] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-30T20:17:02.096685] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-30T20:17:02.096739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:02.096772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:02.096800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:02.096858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:02.159319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:02.160220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:02.160309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:02.160343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:02.288140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:02.288305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:02.288377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:02.288421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:02.292268] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-12-30T20:17:02.292553] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-30T20:17:02.292698] [INFO ] [sig       ] BAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:02.438281] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BAM.txt
[2025-12-30T20:17:02.438648] [INFO ] [sig       ] [337/3539] Completed BAM in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:02.438691] [INFO ] [sig       ] [338/3539] Forecasting BANC...
[2025-12-30T20:17:02.438739] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-30T20:17:02.438773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-30T20:17:02.453439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-30T20:17:02.453816] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-30T20:17:02.454815] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-30T20:17:02.454878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:02.454920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:02.454956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:02.455036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:02.522733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:02.523393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:02.523479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:02.523514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:02.649824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:02.649978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:02.650020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:02.650049] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:02.653694] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-30T20:17:02.653977] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-30T20:17:02.654104] [INFO ] [sig       ] BANC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:02.797734] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BANC.txt
[2025-12-30T20:17:02.797862] [INFO ] [sig       ] [338/3539] Completed BANC in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:02.797907] [INFO ] [sig       ] [339/3539] Forecasting BAND...
[2025-12-30T20:17:02.797939] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-30T20:17:02.797969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-30T20:17:02.810072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-30T20:17:02.810370] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-30T20:17:02.811139] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-30T20:17:02.811191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:02.811222] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:02.811248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:02.811305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:02.870439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:02.871095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:02.871176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:02.871209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:02.996392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:02.996552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:02.996618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:02.996648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:02.999968] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-30T20:17:03.000235] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-30T20:17:03.000357] [INFO ] [sig       ] BAND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:03.141414] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BAND.txt
[2025-12-30T20:17:03.141544] [INFO ] [sig       ] [339/3539] Completed BAND in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:03.141603] [INFO ] [sig       ] [340/3539] Forecasting BANF...
[2025-12-30T20:17:03.141635] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-30T20:17:03.141666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-30T20:17:03.153457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-30T20:17:03.153790] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-30T20:17:03.154592] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-30T20:17:03.154646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:03.154679] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:03.154707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:03.154765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:03.213470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:03.214146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:03.214232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:03.214266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:03.354053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:03.354211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:03.354256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:03.354285] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:03.357709] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-30T20:17:03.357986] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-30T20:17:03.358130] [INFO ] [sig       ] BANF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:03.500066] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BANF.txt
[2025-12-30T20:17:03.500259] [INFO ] [sig       ] [340/3539] Completed BANF in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:03.500301] [INFO ] [sig       ] [341/3539] Forecasting BANX...
[2025-12-30T20:17:03.500331] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-30T20:17:03.500362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-30T20:17:03.515792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-30T20:17:03.516045] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-30T20:17:03.516834] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-30T20:17:03.516888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:03.516920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:03.516947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:03.517005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:03.573563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:03.574166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:03.574252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:03.574285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:03.683633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:03.683751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:03.683788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:03.683816] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:03.687045] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-30T20:17:03.687316] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-30T20:17:03.687434] [INFO ] [sig       ] BANX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:03.829294] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BANX.txt
[2025-12-30T20:17:03.829420] [INFO ] [sig       ] [341/3539] Completed BANX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-30T20:17:03.829458] [INFO ] [sig       ] [342/3539] Forecasting BAP...
[2025-12-30T20:17:03.829487] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-30T20:17:03.829519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-30T20:17:03.841776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-30T20:17:03.842085] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-30T20:17:03.842882] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-30T20:17:03.842935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:03.842966] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:03.842992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:03.843050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:03.901326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:03.902266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:03.902357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:03.902389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:04.024352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:04.024731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:04.024777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:04.024833] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:04.028290] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-12-30T20:17:04.028555] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-30T20:17:04.028693] [INFO ] [sig       ] BAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:04.171148] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BAP.txt
[2025-12-30T20:17:04.171332] [INFO ] [sig       ] [342/3539] Completed BAP in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:04.171383] [INFO ] [sig       ] [343/3539] Forecasting BATRA...
[2025-12-30T20:17:04.171423] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-30T20:17:04.171464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-30T20:17:04.187828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-30T20:17:04.188263] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-30T20:17:04.189317] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-30T20:17:04.189381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:04.189421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:04.189456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:04.189537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:04.253543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:04.254425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:04.254550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:04.254603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:04.373150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:04.373313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:04.373355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:04.373383] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:04.376813] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-30T20:17:04.377101] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-30T20:17:04.377227] [INFO ] [sig       ] BATRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:04.518057] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BATRA.txt
[2025-12-30T20:17:04.518196] [INFO ] [sig       ] [343/3539] Completed BATRA in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:04.518235] [INFO ] [sig       ] [344/3539] Forecasting BATRK...
[2025-12-30T20:17:04.518266] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-30T20:17:04.518297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-30T20:17:04.530096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-30T20:17:04.530430] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-30T20:17:04.531233] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-30T20:17:04.531286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:04.531317] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:04.531343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:04.531401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:04.588713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:04.589349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:04.589442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:04.589475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:04.711768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:04.711915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:04.711957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:04.711985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:04.715332] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-12-30T20:17:04.715804] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-30T20:17:04.715927] [INFO ] [sig       ] BATRK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:04.860952] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BATRK.txt
[2025-12-30T20:17:04.861084] [INFO ] [sig       ] [344/3539] Completed BATRK in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:04.861122] [INFO ] [sig       ] [345/3539] Forecasting BAX...
[2025-12-30T20:17:04.861152] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-30T20:17:04.861182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-30T20:17:04.872878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-30T20:17:04.873140] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-30T20:17:04.873917] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-30T20:17:04.873969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:04.874000] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:04.874027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:04.874084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:04.933245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:04.933918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:04.934002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:04.934034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:05.054857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:05.055015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:05.055057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:05.055085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:05.058510] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-30T20:17:05.058817] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-30T20:17:05.058943] [INFO ] [sig       ] BAX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:05.201477] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BAX.txt
[2025-12-30T20:17:05.201624] [INFO ] [sig       ] [345/3539] Completed BAX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:05.201665] [INFO ] [sig       ] [346/3539] Forecasting BB...
[2025-12-30T20:17:05.201695] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-30T20:17:05.201724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-30T20:17:05.213623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-30T20:17:05.214017] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-30T20:17:05.214811] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-30T20:17:05.214867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:05.214899] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:05.214938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:05.214996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:05.273205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:05.274145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:05.274233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:05.274268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:05.397815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:05.397984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:05.398029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:05.398057] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:05.401607] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-30T20:17:05.401896] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-30T20:17:05.402021] [INFO ] [sig       ] BB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:05.551389] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BB.txt
[2025-12-30T20:17:05.551594] [INFO ] [sig       ] [346/3539] Completed BB in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:05.551662] [INFO ] [sig       ] [347/3539] Forecasting BBAI...
[2025-12-30T20:17:05.551705] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-30T20:17:05.551737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-30T20:17:05.563762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-30T20:17:05.564120] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-30T20:17:05.564993] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-30T20:17:05.565047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:05.565079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:05.565105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:05.565163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:05.623207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:05.624217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:05.624305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:05.624338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:05.744172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:05.744338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:05.744380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:05.744407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:05.747932] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-30T20:17:05.748199] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-30T20:17:05.748329] [INFO ] [sig       ] BBAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:05.891754] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBAI.txt
[2025-12-30T20:17:05.891912] [INFO ] [sig       ] [347/3539] Completed BBAI in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:05.891951] [INFO ] [sig       ] [348/3539] Forecasting BBCP...
[2025-12-30T20:17:05.891982] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-30T20:17:05.892014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-30T20:17:05.904703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-30T20:17:05.905101] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-30T20:17:05.905970] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-30T20:17:05.906024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:05.906057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:05.906084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:05.906144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:05.964965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:05.965848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:05.965934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:05.965967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:06.087992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:06.088153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:06.088194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:06.088223] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:06.091613] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-30T20:17:06.091884] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-30T20:17:06.092008] [INFO ] [sig       ] BBCP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:06.233011] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBCP.txt
[2025-12-30T20:17:06.233176] [INFO ] [sig       ] [348/3539] Completed BBCP in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:06.233218] [INFO ] [sig       ] [349/3539] Forecasting BBD...
[2025-12-30T20:17:06.233249] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-30T20:17:06.233281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-30T20:17:06.244868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-30T20:17:06.245193] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-30T20:17:06.245968] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-30T20:17:06.246023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:06.246056] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:06.246084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:06.246142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:06.303304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:06.304185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:06.304272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:06.304307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:06.423423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:06.423605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:06.423649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:06.423680] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:06.426986] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-30T20:17:06.427258] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-30T20:17:06.427383] [INFO ] [sig       ] BBD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:06.569464] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBD.txt
[2025-12-30T20:17:06.569648] [INFO ] [sig       ] [349/3539] Completed BBD in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:06.569691] [INFO ] [sig       ] [350/3539] Forecasting BBDO...
[2025-12-30T20:17:06.569721] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-30T20:17:06.569761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-30T20:17:06.581085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-30T20:17:06.581420] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-30T20:17:06.582261] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-30T20:17:06.582315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:06.582384] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:06.582423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:06.582505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:06.640052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:06.640912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:06.640997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:06.641031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:06.760277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:06.760443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:06.760485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:06.760513] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:06.763829] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-30T20:17:06.764097] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-30T20:17:06.764217] [INFO ] [sig       ] BBDO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:06.905302] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BBDO.txt
[2025-12-30T20:17:06.905460] [INFO ] [sig       ] [350/3539] Completed BBDO in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:06.905500] [INFO ] [sig       ] [351/3539] Forecasting BBH...
[2025-12-30T20:17:06.905531] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-30T20:17:06.905561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-30T20:17:06.916777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-30T20:17:06.917097] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-30T20:17:06.917908] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-30T20:17:06.917962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:06.917996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:06.918024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:06.918083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:06.975328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:06.976179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:06.976263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:06.976295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:07.083619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:07.083784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:07.083828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:07.083858] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:07.087458] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=72.97%)
[2025-12-30T20:17:07.087940] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-30T20:17:07.088066] [INFO ] [sig       ] BBH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:07.228159] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBH.txt
[2025-12-30T20:17:07.228347] [INFO ] [sig       ] [351/3539] Completed BBH in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-30T20:17:07.228389] [INFO ] [sig       ] [352/3539] Forecasting BBIO...
[2025-12-30T20:17:07.228419] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-30T20:17:07.228448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-30T20:17:07.240332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-30T20:17:07.240653] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-30T20:17:07.241485] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-30T20:17:07.241538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:07.241587] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:07.241617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:07.241674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:07.300239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:07.301311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:07.301405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:07.301440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:07.428538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:07.428714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:07.428779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:07.428807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:07.432196] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-30T20:17:07.432675] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-30T20:17:07.432804] [INFO ] [sig       ] BBIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:07.576976] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBIO.txt
[2025-12-30T20:17:07.577139] [INFO ] [sig       ] [352/3539] Completed BBIO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:07.577179] [INFO ] [sig       ] [353/3539] Forecasting BBLG...
[2025-12-30T20:17:07.577209] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-30T20:17:07.577240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-30T20:17:07.592709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-30T20:17:07.593157] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-30T20:17:07.594095] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-30T20:17:07.594154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:07.594189] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:07.594220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:07.594295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:07.659053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:07.659934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:07.660024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:07.660057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:07.774377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:07.774535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:07.774595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:07.774666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:07.778176] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-30T20:17:07.778478] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-30T20:17:07.778634] [INFO ] [sig       ] BBLG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:07.922194] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BBLG.txt
[2025-12-30T20:17:07.922351] [INFO ] [sig       ] [353/3539] Completed BBLG in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:07.922390] [INFO ] [sig       ] [354/3539] Forecasting BBN...
[2025-12-30T20:17:07.922421] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-30T20:17:07.922453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-30T20:17:07.934279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-30T20:17:07.934667] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-30T20:17:07.935446] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-30T20:17:07.935501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:07.935534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:07.935562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:07.935648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:07.991860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:07.992711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:07.992793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:07.992824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:08.111421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:08.111591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:08.111635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:08.111665] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:08.115701] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-30T20:17:08.116013] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-30T20:17:08.116172] [INFO ] [sig       ] BBN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:08.266853] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBN.txt
[2025-12-30T20:17:08.267020] [INFO ] [sig       ] [354/3539] Completed BBN in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:08.267059] [INFO ] [sig       ] [355/3539] Forecasting BBSI...
[2025-12-30T20:17:08.267088] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-30T20:17:08.267117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-30T20:17:08.279193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-30T20:17:08.279543] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-30T20:17:08.280412] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-30T20:17:08.280469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:08.280501] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:08.280528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:08.280616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:08.340322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:08.341190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:08.341276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:08.341309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:08.464547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:08.464731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:08.464773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:08.464802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:08.468090] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-30T20:17:08.468358] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-30T20:17:08.468480] [INFO ] [sig       ] BBSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:08.611424] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BBSI.txt
[2025-12-30T20:17:08.611601] [INFO ] [sig       ] [355/3539] Completed BBSI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:08.611642] [INFO ] [sig       ] [356/3539] Forecasting BBUC...
[2025-12-30T20:17:08.611673] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-30T20:17:08.611705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-30T20:17:08.623929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-30T20:17:08.624340] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-30T20:17:08.625395] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-30T20:17:08.625449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:08.625480] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:08.625507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:08.625565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:08.685234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:08.686178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:08.686265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:08.686306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:08.808892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:08.809054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:08.809094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:08.809121] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:08.812878] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-30T20:17:08.813157] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-30T20:17:08.813285] [INFO ] [sig       ] BBUC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:08.957902] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBUC.txt
[2025-12-30T20:17:08.958080] [INFO ] [sig       ] [356/3539] Completed BBUC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:08.958122] [INFO ] [sig       ] [357/3539] Forecasting BBVA...
[2025-12-30T20:17:08.958152] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-30T20:17:08.958183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-30T20:17:08.972359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-30T20:17:08.972802] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-30T20:17:08.973674] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-30T20:17:08.973729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:08.973761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:08.973788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:08.973846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:09.031754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:09.032832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:09.032958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:09.032995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:09.166546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:09.166730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:09.166772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:09.166800] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:09.170489] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2025-12-30T20:17:09.170856] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-30T20:17:09.171014] [INFO ] [sig       ] BBVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:09.352669] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBVA.txt
[2025-12-30T20:17:09.352847] [INFO ] [sig       ] [357/3539] Completed BBVA in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:09.352889] [INFO ] [sig       ] [358/3539] Forecasting BBWI...
[2025-12-30T20:17:09.352939] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-30T20:17:09.352993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-30T20:17:09.370243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-30T20:17:09.370782] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-30T20:17:09.372037] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-30T20:17:09.372118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:09.372171] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:09.372220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:09.372319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:09.444800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:09.445907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:09.446018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:09.446052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:09.600038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:09.600237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:09.600299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:09.600339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:09.605672] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-30T20:17:09.606141] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-30T20:17:09.606340] [INFO ] [sig       ] BBWI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:09.821957] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BBWI.txt
[2025-12-30T20:17:09.822210] [INFO ] [sig       ] [358/3539] Completed BBWI in 0.5s | 2.86 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:09.822280] [INFO ] [sig       ] [359/3539] Forecasting BBY...
[2025-12-30T20:17:09.822333] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-30T20:17:09.822385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-30T20:17:09.841226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-30T20:17:09.841732] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-30T20:17:09.842783] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-30T20:17:09.842865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:09.842905] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:09.842938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:09.843012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:09.922250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:09.923475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:09.923639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:09.923680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:10.072370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:10.072593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:10.072661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:10.072706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:10.078088] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-30T20:17:10.078640] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-30T20:17:10.078906] [INFO ] [sig       ] BBY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:10.293707] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BBY.txt
[2025-12-30T20:17:10.293928] [INFO ] [sig       ] [359/3539] Completed BBY in 0.5s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:10.293998] [INFO ] [sig       ] [360/3539] Forecasting BC...
[2025-12-30T20:17:10.294052] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-30T20:17:10.294098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-30T20:17:10.309993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-30T20:17:10.310455] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-30T20:17:10.311511] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-30T20:17:10.311601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:10.311650] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:10.311692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:10.311778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:10.396262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:10.397291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:10.397435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:10.397479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:10.541953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:10.542112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:10.542156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:10.542185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:10.545851] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-30T20:17:10.546186] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-30T20:17:10.546332] [INFO ] [sig       ] BC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:10.694592] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BC.txt
[2025-12-30T20:17:10.694743] [INFO ] [sig       ] [360/3539] Completed BC in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:10.694785] [INFO ] [sig       ] [361/3539] Forecasting BCAL...
[2025-12-30T20:17:10.694818] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-30T20:17:10.694850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-30T20:17:10.707109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-30T20:17:10.707474] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-30T20:17:10.708281] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-30T20:17:10.708336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:10.708370] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:10.708398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:10.708457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:10.769551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:10.770410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:10.770519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:10.770554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:10.897242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:10.897410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:10.897455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:10.897483] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:10.901080] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-30T20:17:10.901428] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-30T20:17:10.901600] [INFO ] [sig       ] BCAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:11.044248] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCAL.txt
[2025-12-30T20:17:11.044412] [INFO ] [sig       ] [361/3539] Completed BCAL in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:11.044452] [INFO ] [sig       ] [362/3539] Forecasting BCAX...
[2025-12-30T20:17:11.044483] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-30T20:17:11.044514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-30T20:17:11.057436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-30T20:17:11.057933] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-30T20:17:11.059067] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-30T20:17:11.059139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:11.059189] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:11.059232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:11.059323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:11.137829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:11.138917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:11.139010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:11.139043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:11.259721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:11.259882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:11.259924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:11.259954] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:11.263341] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-30T20:17:11.263673] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-30T20:17:11.263805] [INFO ] [sig       ] BCAX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:11.403493] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCAX.txt
[2025-12-30T20:17:11.403665] [INFO ] [sig       ] [362/3539] Completed BCAX in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:11.403713] [INFO ] [sig       ] [363/3539] Forecasting BCBP...
[2025-12-30T20:17:11.403745] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-30T20:17:11.403775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-30T20:17:11.414986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-30T20:17:11.415343] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-30T20:17:11.416138] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-30T20:17:11.416191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:11.416223] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:11.416250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:11.416308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:11.473204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:11.474064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:11.474151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:11.474183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:11.592949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:11.593103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:11.593144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:11.593173] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:11.596866] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-12-30T20:17:11.597144] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-30T20:17:11.597269] [INFO ] [sig       ] BCBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:11.747466] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCBP.txt
[2025-12-30T20:17:11.747654] [INFO ] [sig       ] [363/3539] Completed BCBP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:11.747695] [INFO ] [sig       ] [364/3539] Forecasting BCC...
[2025-12-30T20:17:11.747725] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-30T20:17:11.747757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-30T20:17:11.759088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-30T20:17:11.759432] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-30T20:17:11.760303] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-30T20:17:11.760358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:11.760391] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:11.760419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:11.760477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:11.818642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:11.819398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:11.819485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:11.819518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:11.941227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:11.941404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:11.941446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:11.941474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:11.945065] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-30T20:17:11.945433] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-30T20:17:11.945609] [INFO ] [sig       ] BCC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:12.092857] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCC.txt
[2025-12-30T20:17:12.092995] [INFO ] [sig       ] [364/3539] Completed BCC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-30T20:17:12.093033] [INFO ] [sig       ] [365/3539] Forecasting BCDA...
[2025-12-30T20:17:12.093062] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-30T20:17:12.093091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-30T20:17:12.104975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-30T20:17:12.105254] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-30T20:17:12.106125] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-30T20:17:12.106364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:12.106397] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:12.106423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:12.106480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:12.164412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:12.165182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:12.165287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:12.165323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:12.279735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:12.279861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:12.279905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:12.279934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:12.283341] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-30T20:17:12.283635] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-30T20:17:12.283761] [INFO ] [sig       ] BCDA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:12.424971] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCDA.txt
[2025-12-30T20:17:12.425097] [INFO ] [sig       ] [365/3539] Completed BCDA in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:12.425136] [INFO ] [sig       ] [366/3539] Forecasting BCE...
[2025-12-30T20:17:12.425164] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-30T20:17:12.425195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-30T20:17:12.436418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-30T20:17:12.436719] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-30T20:17:12.437518] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-30T20:17:12.437588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:12.437623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:12.437650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:12.437707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:12.495241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:12.496089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:12.496175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:12.496209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:12.623124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:12.623277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:12.623334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:12.623366] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:12.627273] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-30T20:17:12.627548] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-30T20:17:12.627694] [INFO ] [sig       ] BCE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:12.769194] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCE.txt
[2025-12-30T20:17:12.769321] [INFO ] [sig       ] [366/3539] Completed BCE in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:12.769360] [INFO ] [sig       ] [367/3539] Forecasting BCH...
[2025-12-30T20:17:12.769390] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-30T20:17:12.769421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-30T20:17:12.780756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-30T20:17:12.781036] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-30T20:17:12.781808] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-30T20:17:12.781860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:12.781917] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:12.781945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:12.782003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:12.839805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:12.840417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:12.840496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:12.840528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:12.964505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:12.964667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:12.964709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:12.964737] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:12.968007] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-30T20:17:12.968270] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-30T20:17:12.968392] [INFO ] [sig       ] BCH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:13.109827] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCH.txt
[2025-12-30T20:17:13.109950] [INFO ] [sig       ] [367/3539] Completed BCH in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:13.109988] [INFO ] [sig       ] [368/3539] Forecasting BCML...
[2025-12-30T20:17:13.110017] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-30T20:17:13.110047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-30T20:17:13.120841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-30T20:17:13.121107] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-30T20:17:13.121867] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-30T20:17:13.121917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:13.121948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:13.121975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:13.122032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:13.179193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:13.179828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:13.179918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:13.179950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:13.287442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:13.287611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:13.287655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:13.287683] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:13.290993] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2025-12-30T20:17:13.291257] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-30T20:17:13.291378] [INFO ] [sig       ] BCML: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:13.431871] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCML.txt
[2025-12-30T20:17:13.431982] [INFO ] [sig       ] [368/3539] Completed BCML in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-30T20:17:13.432020] [INFO ] [sig       ] [369/3539] Forecasting BCO...
[2025-12-30T20:17:13.432049] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-30T20:17:13.432079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-30T20:17:13.443554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-30T20:17:13.443839] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-30T20:17:13.444591] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-30T20:17:13.444643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:13.444675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:13.444702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:13.444759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:13.502122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:13.502835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:13.502914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:13.502946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:13.626823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:13.626951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:13.626989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:13.627016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:13.630409] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-30T20:17:13.630877] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-30T20:17:13.630998] [INFO ] [sig       ] BCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:13.772678] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCO.txt
[2025-12-30T20:17:13.772790] [INFO ] [sig       ] [369/3539] Completed BCO in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:13.772828] [INFO ] [sig       ] [370/3539] Forecasting BCPC...
[2025-12-30T20:17:13.772857] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-30T20:17:13.772888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-30T20:17:13.784559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-30T20:17:13.784843] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-30T20:17:13.785607] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-30T20:17:13.785658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:13.785700] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:13.785727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:13.785784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:13.845247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:13.845859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:13.845952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:13.845986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:13.965345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:13.965481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:13.965519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:13.965612] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:13.968913] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-30T20:17:13.969182] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-30T20:17:13.969308] [INFO ] [sig       ] BCPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:14.112049] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCPC.txt
[2025-12-30T20:17:14.112181] [INFO ] [sig       ] [370/3539] Completed BCPC in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:14.112219] [INFO ] [sig       ] [371/3539] Forecasting BCRX...
[2025-12-30T20:17:14.112249] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-30T20:17:14.112280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-30T20:17:14.124354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-30T20:17:14.124701] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-30T20:17:14.125483] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-30T20:17:14.125541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:14.125588] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:14.125618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:14.125675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:14.184423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:14.185111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:14.185195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:14.185227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:14.304740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:14.304872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:14.304911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:14.304938] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:14.308237] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-30T20:17:14.308504] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-30T20:17:14.308647] [INFO ] [sig       ] BCRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:14.450620] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCRX.txt
[2025-12-30T20:17:14.450771] [INFO ] [sig       ] [371/3539] Completed BCRX in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:14.450809] [INFO ] [sig       ] [372/3539] Forecasting BCS...
[2025-12-30T20:17:14.450839] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-30T20:17:14.450869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-30T20:17:14.462879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-30T20:17:14.463169] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-30T20:17:14.463960] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-30T20:17:14.464013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:14.464045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:14.464073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:14.464134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:14.522716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:14.523359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:14.523441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:14.523474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:14.646669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:14.646830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:14.646878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:14.646909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:14.650503] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=34.08%)
[2025-12-30T20:17:14.650815] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-30T20:17:14.650939] [INFO ] [sig       ] BCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:14.794884] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BCS.txt
[2025-12-30T20:17:14.795042] [INFO ] [sig       ] [372/3539] Completed BCS in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:14.795082] [INFO ] [sig       ] [373/3539] Forecasting BCSF...
[2025-12-30T20:17:14.795113] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-30T20:17:14.795143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-30T20:17:14.806653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-30T20:17:14.806935] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-30T20:17:14.807723] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-30T20:17:14.807775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:14.807805] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:14.807832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:14.807888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:14.866225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:14.866963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:14.867057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:14.867091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:14.997495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:14.997670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:14.997713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:14.997741] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:15.001088] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-30T20:17:15.001379] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-30T20:17:15.001507] [INFO ] [sig       ] BCSF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:15.140592] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCSF.txt
[2025-12-30T20:17:15.140719] [INFO ] [sig       ] [373/3539] Completed BCSF in 0.3s | 2.85 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:15.140756] [INFO ] [sig       ] [374/3539] Forecasting BCTX...
[2025-12-30T20:17:15.140792] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-30T20:17:15.140824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-30T20:17:15.153183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-30T20:17:15.153509] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-30T20:17:15.154314] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-30T20:17:15.154368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:15.154400] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:15.154427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:15.154486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:15.212450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:15.213091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:15.213170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:15.213202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:15.330843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:15.330983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:15.331025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:15.331053] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:15.334391] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-30T20:17:15.334678] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-30T20:17:15.334802] [INFO ] [sig       ] BCTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:15.478055] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCTX.txt
[2025-12-30T20:17:15.478207] [INFO ] [sig       ] [374/3539] Completed BCTX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:15.478249] [INFO ] [sig       ] [375/3539] Forecasting BCX...
[2025-12-30T20:17:15.478278] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-30T20:17:15.478309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-30T20:17:15.490406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-30T20:17:15.490946] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-30T20:17:15.491902] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-30T20:17:15.491954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:15.491986] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:15.492013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:15.492071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:15.551170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:15.551859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:15.551940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:15.551973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:15.675646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:15.675975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:15.676016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:15.676045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:15.679640] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-30T20:17:15.679916] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-30T20:17:15.680041] [INFO ] [sig       ] BCX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:15.823526] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCX.txt
[2025-12-30T20:17:15.823697] [INFO ] [sig       ] [375/3539] Completed BCX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:15.823741] [INFO ] [sig       ] [376/3539] Forecasting BCYC...
[2025-12-30T20:17:15.823771] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-30T20:17:15.823802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-30T20:17:15.834886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-30T20:17:15.835180] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-30T20:17:15.835953] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-30T20:17:15.836005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:15.836035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:15.836061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:15.836117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:15.894211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:15.894962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:15.895048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:15.895080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:16.017179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:16.017340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:16.017381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:16.017410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:16.024497] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-30T20:17:16.024855] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-30T20:17:16.024985] [INFO ] [sig       ] BCYC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:16.172201] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BCYC.txt
[2025-12-30T20:17:16.172385] [INFO ] [sig       ] [376/3539] Completed BCYC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:16.172425] [INFO ] [sig       ] [377/3539] Forecasting BDC...
[2025-12-30T20:17:16.172459] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-30T20:17:16.172514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-30T20:17:16.184622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-30T20:17:16.185033] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-30T20:17:16.185821] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-30T20:17:16.185874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:16.185915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:16.185944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:16.186001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:16.245512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:16.246412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:16.246564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:16.246621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:16.368704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:16.369103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:16.369146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:16.369191] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:16.373082] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-30T20:17:16.373366] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-30T20:17:16.373489] [INFO ] [sig       ] BDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:16.527636] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BDC.txt
[2025-12-30T20:17:16.527792] [INFO ] [sig       ] [377/3539] Completed BDC in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:16.527857] [INFO ] [sig       ] [378/3539] Forecasting BDJ...
[2025-12-30T20:17:16.527888] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-30T20:17:16.527919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-30T20:17:16.540258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-30T20:17:16.540689] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-30T20:17:16.541481] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-30T20:17:16.541535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:16.541566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:16.541624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:16.541685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:16.599872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:16.600785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:16.600873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:16.600907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:16.722144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:16.722306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:16.722347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:16.722375] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:16.725773] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-12-30T20:17:16.726049] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-30T20:17:16.726171] [INFO ] [sig       ] BDJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:16.870639] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BDJ.txt
[2025-12-30T20:17:16.870805] [INFO ] [sig       ] [378/3539] Completed BDJ in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-30T20:17:16.870845] [INFO ] [sig       ] [379/3539] Forecasting BDN...
[2025-12-30T20:17:16.870874] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-30T20:17:16.870906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-30T20:17:16.882884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-30T20:17:16.883239] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-30T20:17:16.884069] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-30T20:17:16.884122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:16.884154] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:16.884181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:16.884239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:16.943059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:16.943964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:16.944050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:16.944083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:17.066226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:17.066384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:17.066425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:17.066453] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:17.069819] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-30T20:17:17.070088] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-30T20:17:17.070209] [INFO ] [sig       ] BDN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:17.211862] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BDN.txt
[2025-12-30T20:17:17.212017] [INFO ] [sig       ] [379/3539] Completed BDN in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:17.212056] [INFO ] [sig       ] [380/3539] Forecasting BDRX...
[2025-12-30T20:17:17.212084] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-30T20:17:17.212115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-30T20:17:17.223137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-30T20:17:17.223444] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-30T20:17:17.224432] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-30T20:17:17.224483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:17.224514] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:17.224540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:17.224613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:17.281622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:17.282463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:17.282546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:17.282597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:17.401430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:17.401603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:17.401650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:17.401680] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:17.404979] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-30T20:17:17.405246] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-30T20:17:17.405368] [INFO ] [sig       ] BDRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:17.560263] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BDRX.txt
[2025-12-30T20:17:17.560464] [INFO ] [sig       ] [380/3539] Completed BDRX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:17.560512] [INFO ] [sig       ] [381/3539] Forecasting BDSX...
[2025-12-30T20:17:17.560548] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-30T20:17:17.560616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-30T20:17:17.572107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-30T20:17:17.572534] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-30T20:17:17.573418] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-30T20:17:17.573492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:17.573530] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:17.573563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:17.573675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:17.632847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:17.633771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:17.633858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:17.633893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:17.754735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:17.754897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:17.754939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:17.754969] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:17.758417] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-30T20:17:17.758748] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-30T20:17:17.758877] [INFO ] [sig       ] BDSX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:17.905141] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BDSX.txt
[2025-12-30T20:17:17.905306] [INFO ] [sig       ] [381/3539] Completed BDSX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:17.905346] [INFO ] [sig       ] [382/3539] Forecasting BDTX...
[2025-12-30T20:17:17.905376] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-30T20:17:17.905407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-30T20:17:17.917672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-30T20:17:17.917993] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-30T20:17:17.918995] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-30T20:17:17.919047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:17.919079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:17.919105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:17.919162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:17.977766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:17.978624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:17.978711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:17.978768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:18.099109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:18.099270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:18.099310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:18.099338] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:18.102677] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-30T20:17:18.102944] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-30T20:17:18.103063] [INFO ] [sig       ] BDTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:18.249094] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BDTX.txt
[2025-12-30T20:17:18.249252] [INFO ] [sig       ] [382/3539] Completed BDTX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:18.249292] [INFO ] [sig       ] [383/3539] Forecasting BDX...
[2025-12-30T20:17:18.249322] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-30T20:17:18.249353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-30T20:17:18.260431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-30T20:17:18.260731] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-30T20:17:18.261494] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-30T20:17:18.261556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:18.261610] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:18.261638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:18.261696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:18.320286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:18.321328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:18.321411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:18.321444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:18.442534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:18.442737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:18.442784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:18.442815] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:18.446124] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-30T20:17:18.446391] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-30T20:17:18.446515] [INFO ] [sig       ] BDX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:18.589519] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BDX.txt
[2025-12-30T20:17:18.589696] [INFO ] [sig       ] [383/3539] Completed BDX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:18.589737] [INFO ] [sig       ] [384/3539] Forecasting BE...
[2025-12-30T20:17:18.589768] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-30T20:17:18.589798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-30T20:17:18.600946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-30T20:17:18.601286] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-30T20:17:18.602067] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-30T20:17:18.602118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:18.602175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:18.602203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:18.602261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:18.661376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:18.662445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:18.662527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:18.662559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:18.780151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:18.780305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:18.780345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:18.780372] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:18.783670] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-30T20:17:18.783945] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-30T20:17:18.784069] [INFO ] [sig       ] BE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:18.928338] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BE.txt
[2025-12-30T20:17:18.928493] [INFO ] [sig       ] [384/3539] Completed BE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:18.928533] [INFO ] [sig       ] [385/3539] Forecasting BEAM...
[2025-12-30T20:17:18.928562] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-30T20:17:18.928618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-30T20:17:18.940137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-30T20:17:18.940489] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-30T20:17:18.941268] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-30T20:17:18.941321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:18.941351] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:18.941378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:18.941435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:18.998650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:18.999300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:18.999380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:18.999412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:19.113230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:19.113363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:19.113402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:19.113429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:19.116720] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-30T20:17:19.117027] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-30T20:17:19.117152] [INFO ] [sig       ] BEAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:19.257820] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEAM.txt
[2025-12-30T20:17:19.257966] [INFO ] [sig       ] [385/3539] Completed BEAM in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-30T20:17:19.258003] [INFO ] [sig       ] [386/3539] Forecasting BEEM...
[2025-12-30T20:17:19.258032] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-30T20:17:19.258063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-30T20:17:19.269294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-30T20:17:19.269584] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-30T20:17:19.270338] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-30T20:17:19.270389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:19.270421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:19.270447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:19.270509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:19.326472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:19.327096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:19.327173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:19.327205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:19.439737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:19.439885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:19.439925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:19.439953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:19.443240] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=36.01%)
[2025-12-30T20:17:19.443507] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-30T20:17:19.443644] [INFO ] [sig       ] BEEM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:19.583351] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BEEM.txt
[2025-12-30T20:17:19.583473] [INFO ] [sig       ] [386/3539] Completed BEEM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-30T20:17:19.583516] [INFO ] [sig       ] [387/3539] Forecasting BEEP...
[2025-12-30T20:17:19.583547] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-30T20:17:19.583599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-30T20:17:19.594712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-30T20:17:19.594966] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-30T20:17:19.595733] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-30T20:17:19.595784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:19.595815] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:19.595841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:19.595898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:19.655387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:19.656121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:19.656207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:19.656240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:19.770620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:19.770769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:19.770809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:19.770866] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:19.775306] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2025-12-30T20:17:19.775639] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-30T20:17:19.775777] [INFO ] [sig       ] BEEP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:19.914643] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEEP.txt
[2025-12-30T20:17:19.914784] [INFO ] [sig       ] [387/3539] Completed BEEP in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-30T20:17:19.914823] [INFO ] [sig       ] [388/3539] Forecasting BEKE...
[2025-12-30T20:17:19.914853] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-30T20:17:19.914885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-30T20:17:19.926220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-30T20:17:19.926541] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-30T20:17:19.927391] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-30T20:17:19.927445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:19.927478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:19.927506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:19.927565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:19.983972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:19.984605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:19.984684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:19.984716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:20.100874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:20.101016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:20.101056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:20.101084] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:20.104378] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-30T20:17:20.104685] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-30T20:17:20.104807] [INFO ] [sig       ] BEKE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:20.247659] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEKE.txt
[2025-12-30T20:17:20.247775] [INFO ] [sig       ] [388/3539] Completed BEKE in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-30T20:17:20.247813] [INFO ] [sig       ] [389/3539] Forecasting BELFA...
[2025-12-30T20:17:20.247841] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-30T20:17:20.247871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-30T20:17:20.259271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-30T20:17:20.259591] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-30T20:17:20.260377] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-30T20:17:20.260429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:20.260462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:20.260489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:20.260549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:20.317147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:20.317776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:20.317858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:20.317892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:20.417600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:20.417711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:20.417748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:20.417776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:20.420902] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-30T20:17:20.421163] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-30T20:17:20.421282] [INFO ] [sig       ] BELFA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:20.563638] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BELFA.txt
[2025-12-30T20:17:20.563779] [INFO ] [sig       ] [389/3539] Completed BELFA in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-30T20:17:20.563818] [INFO ] [sig       ] [390/3539] Forecasting BELFB...
[2025-12-30T20:17:20.563846] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-30T20:17:20.563877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-30T20:17:20.575979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-30T20:17:20.576274] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-30T20:17:20.577067] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-30T20:17:20.577120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:20.577151] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:20.577177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:20.577235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:20.635420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:20.636111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:20.636193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:20.636228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:20.755243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:20.755403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:20.755442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:20.755470] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:20.759042] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-30T20:17:20.759310] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-30T20:17:20.759428] [INFO ] [sig       ] BELFB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:20.900290] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BELFB.txt
[2025-12-30T20:17:20.900408] [INFO ] [sig       ] [390/3539] Completed BELFB in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-30T20:17:20.900446] [INFO ] [sig       ] [391/3539] Forecasting BEN...
[2025-12-30T20:17:20.900475] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-30T20:17:20.900507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-30T20:17:20.913075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-30T20:17:20.913379] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-30T20:17:20.914146] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-30T20:17:20.914198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:20.914229] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:20.914256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:20.914313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:20.971569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:20.972186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:20.972264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:20.972295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:21.088426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:21.088545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:21.088598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:21.088632] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:21.091810] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2025-12-30T20:17:21.092070] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-30T20:17:21.092191] [INFO ] [sig       ] BEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:21.231354] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEN.txt
[2025-12-30T20:17:21.231463] [INFO ] [sig       ] [391/3539] Completed BEN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:21.231501] [INFO ] [sig       ] [392/3539] Forecasting BEP...
[2025-12-30T20:17:21.231531] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-30T20:17:21.231561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-30T20:17:21.242516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-30T20:17:21.242826] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-30T20:17:21.243588] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-30T20:17:21.243642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:21.243675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:21.243702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:21.243759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:21.299898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:21.300496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:21.300594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:21.300628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:21.419912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:21.420037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:21.420076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:21.420104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:21.423288] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-30T20:17:21.423550] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-30T20:17:21.423691] [INFO ] [sig       ] BEP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:21.623087] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEP.txt
[2025-12-30T20:17:21.623222] [INFO ] [sig       ] [392/3539] Completed BEP in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:21.623261] [INFO ] [sig       ] [393/3539] Forecasting BEPH...
[2025-12-30T20:17:21.623291] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-30T20:17:21.623320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-30T20:17:21.634353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-30T20:17:21.634715] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-30T20:17:21.635541] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-30T20:17:21.635620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:21.635663] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:21.635696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:21.635759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:21.698320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:21.699244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:21.699331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:21.699363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:21.818287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:21.818414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:21.818457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:21.818484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:21.822295] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-12-30T20:17:21.822558] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-30T20:17:21.822696] [INFO ] [sig       ] BEPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:21.962594] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BEPH.txt
[2025-12-30T20:17:21.962718] [INFO ] [sig       ] [393/3539] Completed BEPH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:21.962757] [INFO ] [sig       ] [394/3539] Forecasting BEPI...
[2025-12-30T20:17:21.962786] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-30T20:17:21.962816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-30T20:17:21.974553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-30T20:17:21.974920] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-30T20:17:21.975781] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-30T20:17:21.975836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:21.975878] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:21.975908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:21.975967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:22.034063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:22.034727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:22.034837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:22.034881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:22.139068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:22.139219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:22.139276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:22.139305] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:22.142881] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-30T20:17:22.143160] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-30T20:17:22.143290] [INFO ] [sig       ] BEPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:22.282386] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BEPI.txt
[2025-12-30T20:17:22.282519] [INFO ] [sig       ] [394/3539] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:22.282557] [INFO ] [sig       ] [395/3539] Forecasting BFAM...
[2025-12-30T20:17:22.282604] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-30T20:17:22.282646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-30T20:17:22.294791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-30T20:17:22.295104] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-30T20:17:22.295902] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-30T20:17:22.295956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:22.295988] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:22.296014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:22.296072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:22.352382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:22.353034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:22.353113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:22.353145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:22.470141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:22.470285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:22.470325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:22.470353] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:22.473628] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-30T20:17:22.473896] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-30T20:17:22.474015] [INFO ] [sig       ] BFAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:22.613268] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BFAM.txt
[2025-12-30T20:17:22.613399] [INFO ] [sig       ] [395/3539] Completed BFAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:22.613437] [INFO ] [sig       ] [396/3539] Forecasting BFC...
[2025-12-30T20:17:22.613466] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-30T20:17:22.613496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-30T20:17:22.624407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-30T20:17:22.624740] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-30T20:17:22.625552] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-30T20:17:22.625627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:22.625662] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:22.625690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:22.625750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:22.684006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:22.684714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:22.684798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:22.684831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:22.797375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:22.797529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:22.797584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:22.797615] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:22.800980] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-12-30T20:17:22.801247] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-30T20:17:22.801369] [INFO ] [sig       ] BFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:22.940460] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BFC.txt
[2025-12-30T20:17:22.940611] [INFO ] [sig       ] [396/3539] Completed BFC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:22.940653] [INFO ] [sig       ] [397/3539] Forecasting BFH...
[2025-12-30T20:17:22.940682] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-30T20:17:22.940712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-30T20:17:22.952621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-30T20:17:22.952939] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-30T20:17:22.953719] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-30T20:17:22.953771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:22.953803] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:22.953830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:22.953886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:23.009750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:23.010567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:23.010673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:23.010705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:23.130191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:23.130346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:23.130386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:23.130414] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:23.133746] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-30T20:17:23.134021] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-30T20:17:23.134142] [INFO ] [sig       ] BFH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:23.272461] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BFH.txt
[2025-12-30T20:17:23.272631] [INFO ] [sig       ] [397/3539] Completed BFH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:23.272679] [INFO ] [sig       ] [398/3539] Forecasting BFIN...
[2025-12-30T20:17:23.272712] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-30T20:17:23.272742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-30T20:17:23.285782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-30T20:17:23.286091] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-30T20:17:23.286864] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-30T20:17:23.286916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:23.286948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:23.286976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:23.287035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:23.342729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:23.343354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:23.343434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:23.343467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:23.456016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:23.456159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:23.456198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:23.456227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:23.459500] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=81.15%)
[2025-12-30T20:17:23.459788] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-30T20:17:23.459913] [INFO ] [sig       ] BFIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:23.599261] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BFIN.txt
[2025-12-30T20:17:23.599403] [INFO ] [sig       ] [398/3539] Completed BFIN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:23.599442] [INFO ] [sig       ] [399/3539] Forecasting BFK...
[2025-12-30T20:17:23.599472] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-30T20:17:23.599503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-30T20:17:23.610097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-30T20:17:23.610362] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-30T20:17:23.611133] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-30T20:17:23.611185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:23.611217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:23.611244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:23.611301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:23.667127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:23.667822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:23.667902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:23.667934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:23.784208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:23.784370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:23.784412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:23.784441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:23.787740] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=59.75%)
[2025-12-30T20:17:23.788013] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-30T20:17:23.788134] [INFO ] [sig       ] BFK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:23.926105] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BFK.txt
[2025-12-30T20:17:23.926234] [INFO ] [sig       ] [399/3539] Completed BFK in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:23.926271] [INFO ] [sig       ] [400/3539] Forecasting BFLY...
[2025-12-30T20:17:23.926301] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-30T20:17:23.926331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-30T20:17:23.937259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-30T20:17:23.937586] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-30T20:17:23.938346] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-30T20:17:23.938398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:23.938429] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:23.938455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:23.938511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:23.997739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:23.998503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:23.998606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:23.998641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:24.117837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:24.118012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:24.118053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:24.118082] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:24.121421] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-30T20:17:24.121712] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-30T20:17:24.121839] [INFO ] [sig       ] BFLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:24.260462] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BFLY.txt
[2025-12-30T20:17:24.260621] [INFO ] [sig       ] [400/3539] Completed BFLY in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:24.260662] [INFO ] [sig       ] [401/3539] Forecasting BFS...
[2025-12-30T20:17:24.260691] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-30T20:17:24.260721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-30T20:17:24.272244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-30T20:17:24.272630] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-30T20:17:24.273458] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-30T20:17:24.273511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:24.273570] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:24.273626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:24.273688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:24.330223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:24.331164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:24.331248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:24.331279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:24.445703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:24.445856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:24.445896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:24.445940] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:24.449224] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-12-30T20:17:24.449490] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-30T20:17:24.449629] [INFO ] [sig       ] BFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:24.589430] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BFS.txt
[2025-12-30T20:17:24.589555] [INFO ] [sig       ] [401/3539] Completed BFS in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:24.589611] [INFO ] [sig       ] [402/3539] Forecasting BFZ...
[2025-12-30T20:17:24.589642] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-30T20:17:24.589673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-30T20:17:24.600645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-30T20:17:24.600902] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-30T20:17:24.601663] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-30T20:17:24.601714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:24.601746] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:24.601772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:24.601829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:24.658407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:24.659023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:24.659101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:24.659133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:24.771618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:24.771773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:24.771813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:24.771843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:24.775143] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-30T20:17:24.775411] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-30T20:17:24.775531] [INFO ] [sig       ] BFZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:24.914802] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BFZ.txt
[2025-12-30T20:17:24.914922] [INFO ] [sig       ] [402/3539] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:24.914961] [INFO ] [sig       ] [403/3539] Forecasting BG...
[2025-12-30T20:17:24.914990] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-30T20:17:24.915019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-30T20:17:24.925625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-30T20:17:24.925920] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-30T20:17:24.926731] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-30T20:17:24.926788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:24.926823] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:24.926851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:24.926912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:24.985418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:24.986034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:24.986115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:24.986159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:25.103301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:25.103433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:25.103473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:25.103503] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:25.107413] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-30T20:17:25.107711] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-30T20:17:25.107839] [INFO ] [sig       ] BG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:25.252997] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BG.txt
[2025-12-30T20:17:25.253110] [INFO ] [sig       ] [403/3539] Completed BG in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-30T20:17:25.253147] [INFO ] [sig       ] [404/3539] Forecasting BGB...
[2025-12-30T20:17:25.253176] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-30T20:17:25.253207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-30T20:17:25.265216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-30T20:17:25.265492] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-30T20:17:25.266270] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-30T20:17:25.266323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:25.266353] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:25.266379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:25.266435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:25.323080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:25.324005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:25.324092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:25.324125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:25.442487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:25.442607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:25.442646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:25.442674] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:25.445933] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-12-30T20:17:25.446211] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-30T20:17:25.446341] [INFO ] [sig       ] BGB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:25.585922] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BGB.txt
[2025-12-30T20:17:25.586026] [INFO ] [sig       ] [404/3539] Completed BGB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:25.586064] [INFO ] [sig       ] [405/3539] Forecasting BGC...
[2025-12-30T20:17:25.586093] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-30T20:17:25.586123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-30T20:17:25.597085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-30T20:17:25.597349] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-30T20:17:25.598111] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-30T20:17:25.598162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:25.598193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:25.598219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:25.598286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:25.654007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:25.654609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:25.654689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:25.654720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:25.771737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:25.771839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:25.771875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:25.771902] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:25.774982] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-12-30T20:17:25.775240] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-30T20:17:25.775360] [INFO ] [sig       ] BGC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:25.918857] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BGC.txt
[2025-12-30T20:17:25.918987] [INFO ] [sig       ] [405/3539] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:25.919027] [INFO ] [sig       ] [406/3539] Forecasting BGH...
[2025-12-30T20:17:25.919056] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-30T20:17:25.919085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-30T20:17:25.931136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-30T20:17:25.931412] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-30T20:17:25.932210] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-30T20:17:25.932261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:25.932293] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:25.932319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:25.932376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:25.988286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:25.988919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:25.989004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:25.989038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:26.104660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:26.104819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:26.104861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:26.104890] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:26.108299] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2025-12-30T20:17:26.108628] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-30T20:17:26.108775] [INFO ] [sig       ] BGH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:26.249993] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BGH.txt
[2025-12-30T20:17:26.250148] [INFO ] [sig       ] [406/3539] Completed BGH in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:26.250187] [INFO ] [sig       ] [407/3539] Forecasting BGLC...
[2025-12-30T20:17:26.250217] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-30T20:17:26.250247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-30T20:17:26.261884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-30T20:17:26.262241] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-30T20:17:26.263038] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-30T20:17:26.263101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:26.263132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:26.263159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:26.263216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:26.319761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:26.320593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:26.320678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:26.320711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:26.431200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:26.431361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:26.431403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:26.431431] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:26.434786] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-30T20:17:26.435072] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-30T20:17:26.435199] [INFO ] [sig       ] BGLC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:26.576275] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BGLC.txt
[2025-12-30T20:17:26.576428] [INFO ] [sig       ] [407/3539] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:26.576470] [INFO ] [sig       ] [408/3539] Forecasting BGRN...
[2025-12-30T20:17:26.576499] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-30T20:17:26.576529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-30T20:17:26.587445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-30T20:17:26.587739] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-30T20:17:26.588492] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-30T20:17:26.588543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:26.588599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:26.588629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:26.588688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:26.649060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:26.649977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:26.650068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:26.650100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:26.770621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:26.770782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:26.770824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:26.770852] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:26.774195] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-30T20:17:26.774461] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-30T20:17:26.774598] [INFO ] [sig       ] BGRN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:26.916854] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BGRN.txt
[2025-12-30T20:17:26.916981] [INFO ] [sig       ] [408/3539] Completed BGRN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:26.917020] [INFO ] [sig       ] [409/3539] Forecasting BGS...
[2025-12-30T20:17:26.917049] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-30T20:17:26.917079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-30T20:17:26.928539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-30T20:17:26.928841] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-30T20:17:26.929628] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-30T20:17:26.929682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:26.929714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:26.929741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:26.929803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:26.986201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:26.986818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:26.986896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:26.986927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:27.105660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:27.105764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:27.105800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:27.105828] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:27.108983] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-30T20:17:27.109246] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-30T20:17:27.109365] [INFO ] [sig       ] BGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:27.248173] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BGS.txt
[2025-12-30T20:17:27.248279] [INFO ] [sig       ] [409/3539] Completed BGS in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:27.248316] [INFO ] [sig       ] [410/3539] Forecasting BGSF...
[2025-12-30T20:17:27.248344] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-30T20:17:27.248375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-30T20:17:27.259843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-30T20:17:27.260142] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-30T20:17:27.260913] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-30T20:17:27.260965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:27.260996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:27.261022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:27.261079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:27.321109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:27.321842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:27.321934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:27.321967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:27.439533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:27.439650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:27.439686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:27.439712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:27.442871] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-12-30T20:17:27.443132] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-30T20:17:27.443251] [INFO ] [sig       ] BGSF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:27.582397] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BGSF.txt
[2025-12-30T20:17:27.582533] [INFO ] [sig       ] [410/3539] Completed BGSF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:27.582589] [INFO ] [sig       ] [411/3539] Forecasting BGX...
[2025-12-30T20:17:27.582622] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-30T20:17:27.582652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-30T20:17:27.594991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-30T20:17:27.595317] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-30T20:17:27.596092] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-30T20:17:27.596144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:27.596174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:27.596201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:27.596263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:27.654463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:27.655178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:27.655294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:27.655326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:27.774539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:27.774713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:27.774755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:27.774783] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:27.778067] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-30T20:17:27.778337] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-30T20:17:27.778463] [INFO ] [sig       ] BGX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:27.920818] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BGX.txt
[2025-12-30T20:17:27.920963] [INFO ] [sig       ] [411/3539] Completed BGX in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:27.921004] [INFO ] [sig       ] [412/3539] Forecasting BGY...
[2025-12-30T20:17:27.921035] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-30T20:17:27.921065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-30T20:17:27.932114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-30T20:17:27.932407] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-30T20:17:27.933188] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-30T20:17:27.933239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:27.933270] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:27.933297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:27.933354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:27.989532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:27.990187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:27.990266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:27.990297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:28.111722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:28.111884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:28.111928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:28.111955] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:28.115434] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-30T20:17:28.115757] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-30T20:17:28.115881] [INFO ] [sig       ] BGY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:28.256156] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BGY.txt
[2025-12-30T20:17:28.256303] [INFO ] [sig       ] [412/3539] Completed BGY in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:28.256341] [INFO ] [sig       ] [413/3539] Forecasting BHC...
[2025-12-30T20:17:28.256370] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-30T20:17:28.256401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-30T20:17:28.267705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-30T20:17:28.268243] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-30T20:17:28.269109] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-30T20:17:28.269162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:28.269192] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:28.269218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:28.269274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:28.327796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:28.328553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:28.328656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:28.328691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:28.450293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:28.450448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:28.450490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:28.450520] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:28.453877] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-30T20:17:28.454153] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-30T20:17:28.454281] [INFO ] [sig       ] BHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:28.592765] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHC.txt
[2025-12-30T20:17:28.592905] [INFO ] [sig       ] [413/3539] Completed BHC in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:28.592944] [INFO ] [sig       ] [414/3539] Forecasting BHE...
[2025-12-30T20:17:28.592972] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-30T20:17:28.593003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-30T20:17:28.605489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-30T20:17:28.605815] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-30T20:17:28.606590] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-30T20:17:28.606644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:28.606675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:28.606701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:28.606758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:28.663827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:28.664590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:28.664671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:28.664702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:28.783850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:28.784023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:28.784081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:28.784111] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:28.787533] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-12-30T20:17:28.787839] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-30T20:17:28.787968] [INFO ] [sig       ] BHE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:28.926054] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHE.txt
[2025-12-30T20:17:28.926230] [INFO ] [sig       ] [414/3539] Completed BHE in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:28.926271] [INFO ] [sig       ] [415/3539] Forecasting BHF...
[2025-12-30T20:17:28.926300] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-30T20:17:28.926329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-30T20:17:28.937739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-30T20:17:28.938040] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-30T20:17:28.938840] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-30T20:17:28.938892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:28.938923] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:28.938948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:28.939005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:28.995552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:28.996279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:28.996362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:28.996393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:29.121001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:29.121152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:29.121194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:29.121222] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:29.124566] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=71.22%)
[2025-12-30T20:17:29.124858] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-30T20:17:29.124982] [INFO ] [sig       ] BHF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:29.267802] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHF.txt
[2025-12-30T20:17:29.267957] [INFO ] [sig       ] [415/3539] Completed BHF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:29.267996] [INFO ] [sig       ] [416/3539] Forecasting BHFAL...
[2025-12-30T20:17:29.268027] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-30T20:17:29.268058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-30T20:17:29.279326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-30T20:17:29.279714] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-30T20:17:29.280618] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-30T20:17:29.280674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:29.280705] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:29.280731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:29.280788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:29.339559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:29.340698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:29.340785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:29.340818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:29.462687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:29.462846] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:17:29.462890] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:29.462918] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:29.466217] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-30T20:17:29.466494] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-30T20:17:29.466634] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:29.610301] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BHFAL.txt
[2025-12-30T20:17:29.610458] [INFO ] [sig       ] [416/3539] Completed BHFAL in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:29.610498] [INFO ] [sig       ] [417/3539] Forecasting BHFAM...
[2025-12-30T20:17:29.610530] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-30T20:17:29.610560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-30T20:17:29.622447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-30T20:17:29.622808] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-30T20:17:29.623678] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-30T20:17:29.623732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:29.623763] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:29.623790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:29.623847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:29.681370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:29.682303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:29.682389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:29.682424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:29.805918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:29.806077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:29.806119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:29.806150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:29.809561] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-12-30T20:17:29.809862] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-30T20:17:29.809989] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:29.957260] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHFAM.txt
[2025-12-30T20:17:29.957429] [INFO ] [sig       ] [417/3539] Completed BHFAM in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-30T20:17:29.957469] [INFO ] [sig       ] [418/3539] Forecasting BHFAN...
[2025-12-30T20:17:29.957498] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-30T20:17:29.957529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-30T20:17:29.969508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-30T20:17:29.969916] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-30T20:17:29.970708] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-30T20:17:29.970761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:29.970853] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:29.970883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:29.970942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:30.027185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:30.028029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:30.028114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:30.028147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:30.154614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:30.154770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:30.154811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:30.154839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:30.158134] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-30T20:17:30.158407] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-30T20:17:30.158527] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:30.305567] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHFAN.txt
[2025-12-30T20:17:30.305727] [INFO ] [sig       ] [418/3539] Completed BHFAN in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-30T20:17:30.305768] [INFO ] [sig       ] [419/3539] Forecasting BHFAO...
[2025-12-30T20:17:30.305797] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-30T20:17:30.305834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-30T20:17:30.317053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-30T20:17:30.317361] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-30T20:17:30.318141] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-30T20:17:30.318193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:30.318230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:30.318258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:30.318321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:30.373968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:30.374566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:30.374662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:30.374694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:30.490868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:30.491038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:30.491082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:30.491111] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:30.494472] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-30T20:17:30.494776] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-30T20:17:30.494904] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:30.634397] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHFAO.txt
[2025-12-30T20:17:30.634529] [INFO ] [sig       ] [419/3539] Completed BHFAO in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-30T20:17:30.634568] [INFO ] [sig       ] [420/3539] Forecasting BHFAP...
[2025-12-30T20:17:30.634618] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-30T20:17:30.634648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-30T20:17:30.646153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-30T20:17:30.646443] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-30T20:17:30.647205] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-30T20:17:30.647257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:30.647288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:30.647315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:30.647373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:30.703443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:30.704057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:30.704135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:30.704166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:30.824360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:30.824545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:30.824606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:30.824637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:30.827942] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-30T20:17:30.828214] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-30T20:17:30.828335] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:30.970690] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHFAP.txt
[2025-12-30T20:17:30.970832] [INFO ] [sig       ] [420/3539] Completed BHFAP in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-30T20:17:30.970871] [INFO ] [sig       ] [421/3539] Forecasting BHK...
[2025-12-30T20:17:30.970900] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-30T20:17:30.970931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-30T20:17:30.982586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-30T20:17:30.982862] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-30T20:17:30.983656] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-30T20:17:30.983709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:30.983740] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:30.983766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:30.983824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:31.040277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:31.040929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:31.041014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:31.041046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:31.157301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:31.157442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:31.157481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:31.157538] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:31.160873] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-30T20:17:31.161140] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-30T20:17:31.161260] [INFO ] [sig       ] BHK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:31.301485] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BHK.txt
[2025-12-30T20:17:31.301644] [INFO ] [sig       ] [421/3539] Completed BHK in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-30T20:17:31.301707] [INFO ] [sig       ] [422/3539] Forecasting BHP...
[2025-12-30T20:17:31.301745] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-30T20:17:31.301777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-30T20:17:31.313484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-30T20:17:31.313888] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-30T20:17:31.314776] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-30T20:17:31.314834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:31.314869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:31.314898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:31.314967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:31.373323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:31.374199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:31.374284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:31.374318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:31.501233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:31.501388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:31.501431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:31.501463] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:31.506470] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-30T20:17:31.506903] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-30T20:17:31.507090] [INFO ] [sig       ] BHP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:31.662091] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHP.txt
[2025-12-30T20:17:31.662262] [INFO ] [sig       ] [422/3539] Completed BHP in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:31.662317] [INFO ] [sig       ] [423/3539] Forecasting BHRB...
[2025-12-30T20:17:31.662356] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-30T20:17:31.662390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-30T20:17:31.674315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-30T20:17:31.674724] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-30T20:17:31.675537] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-30T20:17:31.675610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:31.675645] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:31.675673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:31.675733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:31.737864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:31.739070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:31.739168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:31.739201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:31.857876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:31.858229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:31.858280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:31.858320] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:31.861995] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-30T20:17:31.862279] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-30T20:17:31.862433] [INFO ] [sig       ] BHRB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:32.014773] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BHRB.txt
[2025-12-30T20:17:32.014943] [INFO ] [sig       ] [423/3539] Completed BHRB in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:32.014984] [INFO ] [sig       ] [424/3539] Forecasting BHVN...
[2025-12-30T20:17:32.015014] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-30T20:17:32.015047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-30T20:17:32.026825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-30T20:17:32.027222] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-30T20:17:32.028055] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-30T20:17:32.028109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:32.028140] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:32.028166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:32.028222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:32.085003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:32.085883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:32.085970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:32.086002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:32.202712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:32.202873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:32.202915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:32.202943] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:32.206281] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-30T20:17:32.206569] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-30T20:17:32.206720] [INFO ] [sig       ] BHVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:32.359734] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BHVN.txt
[2025-12-30T20:17:32.359900] [INFO ] [sig       ] [424/3539] Completed BHVN in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:32.359941] [INFO ] [sig       ] [425/3539] Forecasting BIAF...
[2025-12-30T20:17:32.359972] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-30T20:17:32.360003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-30T20:17:32.371995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-30T20:17:32.372392] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-30T20:17:32.373250] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-30T20:17:32.373306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:32.373338] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:32.373365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:32.373423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:32.435885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:32.436831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:32.436916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:32.436949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:32.545932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:32.546083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:32.546146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:32.546176] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:32.549525] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-30T20:17:32.549811] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-30T20:17:32.549938] [INFO ] [sig       ] BIAF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:32.688896] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIAF.txt
[2025-12-30T20:17:32.689034] [INFO ] [sig       ] [425/3539] Completed BIAF in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:32.689073] [INFO ] [sig       ] [426/3539] Forecasting BIB...
[2025-12-30T20:17:32.689102] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-30T20:17:32.689133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-30T20:17:32.700614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-30T20:17:32.700907] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-30T20:17:32.701674] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-30T20:17:32.701727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:32.701758] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:32.701784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:32.701841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:32.758184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:32.758839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:32.758920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:32.758952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:32.864838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:32.865001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:32.865044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:32.865073] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:32.868607] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-30T20:17:32.868959] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-30T20:17:32.869100] [INFO ] [sig       ] BIB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:33.012069] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIB.txt
[2025-12-30T20:17:33.012202] [INFO ] [sig       ] [426/3539] Completed BIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:33.012240] [INFO ] [sig       ] [427/3539] Forecasting BIIB...
[2025-12-30T20:17:33.012270] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-30T20:17:33.012300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-30T20:17:33.023675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-30T20:17:33.023989] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-30T20:17:33.024784] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-30T20:17:33.024838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:33.024871] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:33.024898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:33.024957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:33.084424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:33.085248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:33.085358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:33.085394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:33.216090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:33.216276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:33.216323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:33.216353] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:33.219792] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-30T20:17:33.220077] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-30T20:17:33.220205] [INFO ] [sig       ] BIIB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:33.365178] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BIIB.txt
[2025-12-30T20:17:33.365341] [INFO ] [sig       ] [427/3539] Completed BIIB in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:33.365387] [INFO ] [sig       ] [428/3539] Forecasting BILI...
[2025-12-30T20:17:33.365419] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-30T20:17:33.365450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-30T20:17:33.377721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-30T20:17:33.378122] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-30T20:17:33.379091] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-30T20:17:33.379153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:33.379195] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:33.379225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:33.379295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:33.447956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:33.448907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:33.449030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:33.449064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:33.568238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:33.568391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:33.568432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:33.568460] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:33.571817] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-30T20:17:33.572086] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-30T20:17:33.572207] [INFO ] [sig       ] BILI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:33.711391] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BILI.txt
[2025-12-30T20:17:33.711526] [INFO ] [sig       ] [428/3539] Completed BILI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:33.711565] [INFO ] [sig       ] [429/3539] Forecasting BILL...
[2025-12-30T20:17:33.711621] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-30T20:17:33.711652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-30T20:17:33.722933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-30T20:17:33.723236] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-30T20:17:33.724018] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-30T20:17:33.724070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:33.724113] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:33.724141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:33.724199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:33.780677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:33.781330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:33.781412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:33.781443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:33.911105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:33.911565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:33.911626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:33.911655] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:33.915533] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-30T20:17:33.915835] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-30T20:17:33.915977] [INFO ] [sig       ] BILL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:34.057939] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BILL.txt
[2025-12-30T20:17:34.058071] [INFO ] [sig       ] [429/3539] Completed BILL in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:34.058110] [INFO ] [sig       ] [430/3539] Forecasting BIO...
[2025-12-30T20:17:34.058140] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-30T20:17:34.058170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-30T20:17:34.069947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-30T20:17:34.070305] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-30T20:17:34.071136] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-30T20:17:34.071190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:34.071224] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:34.071253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:34.071341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:34.127970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:34.128689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:34.128966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:34.129012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:34.247185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:34.247337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:34.247377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:34.247405] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:34.250815] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-30T20:17:34.251080] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-30T20:17:34.251201] [INFO ] [sig       ] BIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:34.390651] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BIO.txt
[2025-12-30T20:17:34.390803] [INFO ] [sig       ] [430/3539] Completed BIO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:34.390843] [INFO ] [sig       ] [431/3539] Forecasting BIOX...
[2025-12-30T20:17:34.390874] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-30T20:17:34.390905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-30T20:17:34.402284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-30T20:17:34.402649] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-30T20:17:34.403433] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-30T20:17:34.403488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:34.403522] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:34.403549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:34.403631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:34.461933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:34.462682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:34.462765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:34.462798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:34.584904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:34.585059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:34.585101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:34.585130] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:34.588477] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-30T20:17:34.591932] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-30T20:17:34.592131] [INFO ] [sig       ] BIOX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:34.732656] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BIOX.txt
[2025-12-30T20:17:34.732806] [INFO ] [sig       ] [431/3539] Completed BIOX in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:34.732845] [INFO ] [sig       ] [432/3539] Forecasting BIP...
[2025-12-30T20:17:34.732874] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-30T20:17:34.732904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-30T20:17:34.743819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-30T20:17:34.744117] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-30T20:17:34.744884] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-30T20:17:34.744936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:34.744967] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:34.744994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:34.745051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:34.803625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:34.804479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:34.804566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:34.804621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:34.924160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:34.924314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:34.924357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:34.924388] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:34.927937] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-30T20:17:34.928397] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-30T20:17:34.928520] [INFO ] [sig       ] BIP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:35.073560] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIP.txt
[2025-12-30T20:17:35.073706] [INFO ] [sig       ] [432/3539] Completed BIP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-30T20:17:35.073743] [INFO ] [sig       ] [433/3539] Forecasting BIPH...
[2025-12-30T20:17:35.073772] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-30T20:17:35.073808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-30T20:17:35.087040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-30T20:17:35.087607] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-30T20:17:35.088377] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-30T20:17:35.088428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:35.088458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:35.088485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:35.088542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:35.149468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:35.150431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:35.150537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:35.150599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:35.268975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:35.269130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:35.269174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:35.269203] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:35.273002] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-30T20:17:35.273274] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-30T20:17:35.273404] [INFO ] [sig       ] BIPH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:35.417165] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIPH.txt
[2025-12-30T20:17:35.417316] [INFO ] [sig       ] [433/3539] Completed BIPH in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:35.417359] [INFO ] [sig       ] [434/3539] Forecasting BIPI...
[2025-12-30T20:17:35.417399] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-30T20:17:35.417431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-30T20:17:35.429398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-30T20:17:35.429753] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-30T20:17:35.430497] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-30T20:17:35.430548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:35.430599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:35.430627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:35.430685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:35.488242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:35.489017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:35.489100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:35.489133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:35.596833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:35.596984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:35.597029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:35.597058] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:35.600510] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-30T20:17:35.600817] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-30T20:17:35.600948] [INFO ] [sig       ] BIPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:35.745078] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIPI.txt
[2025-12-30T20:17:35.745215] [INFO ] [sig       ] [434/3539] Completed BIPI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:35.745254] [INFO ] [sig       ] [435/3539] Forecasting BIRD...
[2025-12-30T20:17:35.745284] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-30T20:17:35.745314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-30T20:17:35.757769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-30T20:17:35.758153] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-30T20:17:35.758992] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-30T20:17:35.759047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:35.759107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:35.759136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:35.759195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:35.817344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:35.818188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:35.818276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:35.818309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:35.940890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:35.941048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:35.941089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:35.941117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:35.944484] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-30T20:17:35.944776] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-30T20:17:35.944902] [INFO ] [sig       ] BIRD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:36.088029] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIRD.txt
[2025-12-30T20:17:36.088163] [INFO ] [sig       ] [435/3539] Completed BIRD in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:36.088201] [INFO ] [sig       ] [436/3539] Forecasting BIRK...
[2025-12-30T20:17:36.088230] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-30T20:17:36.088260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-30T20:17:36.100914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-30T20:17:36.101340] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-30T20:17:36.102133] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-30T20:17:36.102186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:36.102217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:36.102243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:36.102301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:36.159169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:36.159904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:36.159989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:36.160021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:36.280750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:36.280907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:36.280959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:36.281003] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:36.284303] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-30T20:17:36.284564] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-30T20:17:36.284703] [INFO ] [sig       ] BIRK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:36.427863] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BIRK.txt
[2025-12-30T20:17:36.428047] [INFO ] [sig       ] [436/3539] Completed BIRK in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:36.428087] [INFO ] [sig       ] [437/3539] Forecasting BITF...
[2025-12-30T20:17:36.428117] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-30T20:17:36.428146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-30T20:17:36.440684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-30T20:17:36.441112] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-30T20:17:36.441966] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-30T20:17:36.442022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:36.442057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:36.442089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:36.442149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:36.501383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:36.502260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:36.502349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:36.502384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:36.622498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:36.622679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:36.622723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:36.622751] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:36.626131] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-12-30T20:17:36.626398] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-30T20:17:36.626520] [INFO ] [sig       ] BITF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:36.766470] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BITF.txt
[2025-12-30T20:17:36.766622] [INFO ] [sig       ] [437/3539] Completed BITF in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:36.766664] [INFO ] [sig       ] [438/3539] Forecasting BIVI...
[2025-12-30T20:17:36.766693] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-30T20:17:36.766724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-30T20:17:36.778350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-30T20:17:36.778629] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-30T20:17:36.779386] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-30T20:17:36.779438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:36.779469] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:36.779496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:36.779561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:36.836495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:36.837090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:36.837188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:36.837221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:36.957173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:36.957339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:36.957381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:36.957444] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:36.960838] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-30T20:17:36.961102] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-30T20:17:36.961225] [INFO ] [sig       ] BIVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:37.101478] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BIVI.txt
[2025-12-30T20:17:37.101660] [INFO ] [sig       ] [438/3539] Completed BIVI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:37.101704] [INFO ] [sig       ] [439/3539] Forecasting BJ...
[2025-12-30T20:17:37.101734] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-30T20:17:37.101766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-30T20:17:37.113126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-30T20:17:37.113383] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-30T20:17:37.114149] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-30T20:17:37.114202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:37.114234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:37.114262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:37.114320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:37.171243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:37.172097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:37.172186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:37.172220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:37.293672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:37.293838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:37.293881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:37.293910] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:37.297288] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-30T20:17:37.297602] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-30T20:17:37.297738] [INFO ] [sig       ] BJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:37.438950] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BJ.txt
[2025-12-30T20:17:37.439110] [INFO ] [sig       ] [439/3539] Completed BJ in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-30T20:17:37.439151] [INFO ] [sig       ] [440/3539] Forecasting BJRI...
[2025-12-30T20:17:37.439181] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-30T20:17:37.439213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-30T20:17:37.450378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-30T20:17:37.450755] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-30T20:17:37.451516] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-30T20:17:37.451569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:37.451623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:37.451651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:37.451723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:37.512965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:37.513879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:37.513962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:37.513993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:37.633082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:37.633241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:37.633281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:37.633311] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:37.637328] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-30T20:17:37.637777] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-30T20:17:37.637934] [INFO ] [sig       ] BJRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:37.785209] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BJRI.txt
[2025-12-30T20:17:37.785363] [INFO ] [sig       ] [440/3539] Completed BJRI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:37.785403] [INFO ] [sig       ] [441/3539] Forecasting BK...
[2025-12-30T20:17:37.785433] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-30T20:17:37.785464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-30T20:17:37.796990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-30T20:17:37.797355] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-30T20:17:37.798152] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-30T20:17:37.798204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:37.798235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:37.798261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:37.798317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:37.855461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:37.856338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:37.856425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:37.856457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:37.983089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:37.983253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:37.983301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:37.983333] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:37.987089] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-30T20:17:37.987394] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-30T20:17:37.987532] [INFO ] [sig       ] BK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:38.129441] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BK.txt
[2025-12-30T20:17:38.129598] [INFO ] [sig       ] [441/3539] Completed BK in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:38.129640] [INFO ] [sig       ] [442/3539] Forecasting BKCH...
[2025-12-30T20:17:38.129671] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-30T20:17:38.129700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-30T20:17:38.140734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-30T20:17:38.140996] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-30T20:17:38.141766] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-30T20:17:38.141830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:38.141862] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:38.141888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:38.141945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:38.198263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:38.198873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:38.198952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:38.198984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:38.312566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:38.312744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:38.312786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:38.312814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:38.316128] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-30T20:17:38.316396] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-30T20:17:38.316520] [INFO ] [sig       ] BKCH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:38.458334] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BKCH.txt
[2025-12-30T20:17:38.458498] [INFO ] [sig       ] [442/3539] Completed BKCH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:38.458538] [INFO ] [sig       ] [443/3539] Forecasting BKD...
[2025-12-30T20:17:38.458589] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-30T20:17:38.458624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-30T20:17:38.471109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-30T20:17:38.471502] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-30T20:17:38.472483] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-30T20:17:38.472537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:38.472568] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:38.472617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:38.472676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:38.532697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:38.533603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:38.533693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:38.533724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:38.656379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:38.656549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:38.656612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:38.656643] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:38.660628] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-30T20:17:38.661013] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-30T20:17:38.661156] [INFO ] [sig       ] BKD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:38.810292] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BKD.txt
[2025-12-30T20:17:38.810445] [INFO ] [sig       ] [443/3539] Completed BKD in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:38.810486] [INFO ] [sig       ] [444/3539] Forecasting BKE...
[2025-12-30T20:17:38.810516] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-30T20:17:38.810546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-30T20:17:38.822711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-30T20:17:38.823086] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-30T20:17:38.823855] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-30T20:17:38.823907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:38.823937] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:38.823963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:38.824021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:38.886560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:38.887534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:38.887634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:38.887668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:39.014498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:39.014677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:39.014719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:39.014748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:39.018303] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-12-30T20:17:39.018634] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-30T20:17:39.018800] [INFO ] [sig       ] BKE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:39.166666] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BKE.txt
[2025-12-30T20:17:39.166823] [INFO ] [sig       ] [444/3539] Completed BKE in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:39.166862] [INFO ] [sig       ] [445/3539] Forecasting BKH...
[2025-12-30T20:17:39.166891] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-30T20:17:39.166924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-30T20:17:39.179175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-30T20:17:39.179518] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-30T20:17:39.180320] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-30T20:17:39.180375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:39.180408] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:39.180439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:39.180503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:39.241196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:39.242166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:39.242286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:39.242321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:39.359173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:39.359329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:39.359371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:39.359401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:39.362901] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-30T20:17:39.363175] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-30T20:17:39.363303] [INFO ] [sig       ] BKH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:39.507643] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BKH.txt
[2025-12-30T20:17:39.507783] [INFO ] [sig       ] [445/3539] Completed BKH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:39.507829] [INFO ] [sig       ] [446/3539] Forecasting BKN...
[2025-12-30T20:17:39.507860] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-30T20:17:39.507891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-30T20:17:39.519208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-30T20:17:39.519538] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-30T20:17:39.520348] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-30T20:17:39.520403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:39.520437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:39.520466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:39.520531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:39.581150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:39.582073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:39.582163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:39.582196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:39.699872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:39.700031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:39.700075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:39.700107] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:39.703650] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-30T20:17:39.703945] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-30T20:17:39.704081] [INFO ] [sig       ] BKN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:39.850672] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BKN.txt
[2025-12-30T20:17:39.850823] [INFO ] [sig       ] [446/3539] Completed BKN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:39.850865] [INFO ] [sig       ] [447/3539] Forecasting BKNG...
[2025-12-30T20:17:39.850899] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-30T20:17:39.850932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-30T20:17:39.866300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-30T20:17:39.866805] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-30T20:17:39.867894] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-30T20:17:39.867960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:39.868001] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:39.868036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:39.868120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:39.941118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:39.942005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:39.942101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:39.942133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:40.063439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:40.063621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:40.063664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:40.063693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:40.067018] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-30T20:17:40.067314] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-30T20:17:40.067455] [INFO ] [sig       ] BKNG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:40.208177] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BKNG.txt
[2025-12-30T20:17:40.208302] [INFO ] [sig       ] [447/3539] Completed BKNG in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-30T20:17:40.208340] [INFO ] [sig       ] [448/3539] Forecasting BKSY...
[2025-12-30T20:17:40.208370] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-30T20:17:40.208400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-30T20:17:40.219191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-30T20:17:40.219465] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-30T20:17:40.220232] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-30T20:17:40.220285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:40.220316] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:40.220342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:40.220405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:40.276854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:40.277433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:40.277510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:40.277540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:40.395634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:40.395740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:40.395776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:40.395805] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:40.398965] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-30T20:17:40.399232] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-30T20:17:40.399353] [INFO ] [sig       ] BKSY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:40.542690] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BKSY.txt
[2025-12-30T20:17:40.542842] [INFO ] [sig       ] [448/3539] Completed BKSY in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:40.542882] [INFO ] [sig       ] [449/3539] Forecasting BL...
[2025-12-30T20:17:40.542912] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-30T20:17:40.542943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-30T20:17:40.553742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-30T20:17:40.554067] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-30T20:17:40.554903] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-30T20:17:40.554957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:40.554990] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:40.555016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:40.555074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:40.613900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:40.614524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:40.614623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:40.614657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:40.736153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:40.736304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:40.736361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:40.736390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:40.739795] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-30T20:17:40.740064] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-30T20:17:40.740186] [INFO ] [sig       ] BL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:40.883566] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BL.txt
[2025-12-30T20:17:40.883695] [INFO ] [sig       ] [449/3539] Completed BL in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:40.883734] [INFO ] [sig       ] [450/3539] Forecasting BLBD...
[2025-12-30T20:17:40.883762] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-30T20:17:40.883792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-30T20:17:40.894936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-30T20:17:40.895211] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-30T20:17:40.895978] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-30T20:17:40.896030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:40.896060] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:40.896088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:40.896148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:40.952849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:40.953439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:40.953516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:40.953548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:41.073095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:41.073254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:41.073295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:41.073324] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:41.076649] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-30T20:17:41.076926] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-30T20:17:41.077051] [INFO ] [sig       ] BLBD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:41.216888] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLBD.txt
[2025-12-30T20:17:41.217043] [INFO ] [sig       ] [450/3539] Completed BLBD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:41.217083] [INFO ] [sig       ] [451/3539] Forecasting BLCN...
[2025-12-30T20:17:41.217111] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-30T20:17:41.217142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-30T20:17:41.228688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-30T20:17:41.229065] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-30T20:17:41.229856] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-30T20:17:41.229907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:41.229939] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:41.229966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:41.230023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:41.285874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:41.286692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:41.286820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:41.286854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:41.390846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:41.391002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:41.391042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:41.391071] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:41.394380] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-30T20:17:41.394676] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-30T20:17:41.394800] [INFO ] [sig       ] BLCN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:41.534861] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLCN.txt
[2025-12-30T20:17:41.534988] [INFO ] [sig       ] [451/3539] Completed BLCN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:41.535027] [INFO ] [sig       ] [452/3539] Forecasting BLCO...
[2025-12-30T20:17:41.535057] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-30T20:17:41.535087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-30T20:17:41.546471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-30T20:17:41.546760] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-30T20:17:41.547499] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-30T20:17:41.547550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:41.547622] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:41.547651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:41.547709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:41.607757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:41.608462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:41.608541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:41.608591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:41.731196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:41.731322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:41.731358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:41.731387] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:41.734603] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-30T20:17:41.734873] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-30T20:17:41.735009] [INFO ] [sig       ] BLCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:41.874795] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLCO.txt
[2025-12-30T20:17:41.874912] [INFO ] [sig       ] [452/3539] Completed BLCO in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:41.874952] [INFO ] [sig       ] [453/3539] Forecasting BLD...
[2025-12-30T20:17:41.874981] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-30T20:17:41.875011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-30T20:17:41.886278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-30T20:17:41.886617] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-30T20:17:41.887375] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-30T20:17:41.887426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:41.887469] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:41.887497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:41.887555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:41.943448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:41.944067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:41.944150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:41.944194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:42.059199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:42.059344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:42.059382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:42.059410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:42.062684] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-30T20:17:42.062957] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-30T20:17:42.063081] [INFO ] [sig       ] BLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:42.202883] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLD.txt
[2025-12-30T20:17:42.203007] [INFO ] [sig       ] [453/3539] Completed BLD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:42.203046] [INFO ] [sig       ] [454/3539] Forecasting BLDP...
[2025-12-30T20:17:42.203075] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-30T20:17:42.203107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-30T20:17:42.214629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-30T20:17:42.214901] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-30T20:17:42.215660] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-30T20:17:42.215712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:42.215744] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:42.215770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:42.215828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:42.272665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:42.273276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:42.273353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:42.273384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:42.395957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:42.396126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:42.396171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:42.396199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:42.399503] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-30T20:17:42.399795] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-30T20:17:42.399915] [INFO ] [sig       ] BLDP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:42.543085] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLDP.txt
[2025-12-30T20:17:42.543205] [INFO ] [sig       ] [454/3539] Completed BLDP in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:42.543243] [INFO ] [sig       ] [455/3539] Forecasting BLE...
[2025-12-30T20:17:42.543272] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-30T20:17:42.543303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-30T20:17:42.554474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-30T20:17:42.554808] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-30T20:17:42.555589] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-30T20:17:42.555645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:42.555676] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:42.555703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:42.555760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:42.613390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:42.613995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:42.614075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:42.614106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:42.731443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:42.731603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:42.731643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:42.731709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:42.735098] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-30T20:17:42.735366] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-30T20:17:42.735486] [INFO ] [sig       ] BLE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:42.876063] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLE.txt
[2025-12-30T20:17:42.876201] [INFO ] [sig       ] [455/3539] Completed BLE in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:42.876241] [INFO ] [sig       ] [456/3539] Forecasting BLFS...
[2025-12-30T20:17:42.876270] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-30T20:17:42.876300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-30T20:17:42.887613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-30T20:17:42.887946] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-30T20:17:42.888807] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-30T20:17:42.888861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:42.888894] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:42.888922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:42.888981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:42.947161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:42.947847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:42.947932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:42.947966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:43.063795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:43.063936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:43.063975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:43.064003] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:43.067282] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-30T20:17:43.067546] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-30T20:17:43.067689] [INFO ] [sig       ] BLFS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:43.207062] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLFS.txt
[2025-12-30T20:17:43.207195] [INFO ] [sig       ] [456/3539] Completed BLFS in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-30T20:17:43.207234] [INFO ] [sig       ] [457/3539] Forecasting BLFY...
[2025-12-30T20:17:43.207269] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-30T20:17:43.207301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-30T20:17:43.218228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-30T20:17:43.218557] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-30T20:17:43.219375] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-30T20:17:43.219428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:43.219459] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:43.219486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:43.219545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:43.277214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:43.277901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:43.277985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:43.278018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:43.397670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:43.397816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:43.397854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:43.397883] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:43.401174] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-30T20:17:43.401437] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-30T20:17:43.401559] [INFO ] [sig       ] BLFY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:43.539859] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLFY.txt
[2025-12-30T20:17:43.539989] [INFO ] [sig       ] [457/3539] Completed BLFY in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-30T20:17:43.540028] [INFO ] [sig       ] [458/3539] Forecasting BLK...
[2025-12-30T20:17:43.540056] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-30T20:17:43.540088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-30T20:17:43.551348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-30T20:17:43.551656] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-30T20:17:43.552403] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-30T20:17:43.552454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:43.552485] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:43.552511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:43.552588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:43.608508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:43.609166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:43.609245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:43.609278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:43.730641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:43.730786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:43.730827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:43.730856] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:43.734143] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-30T20:17:43.734409] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-30T20:17:43.734530] [INFO ] [sig       ] BLK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:43.872928] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLK.txt
[2025-12-30T20:17:43.873073] [INFO ] [sig       ] [458/3539] Completed BLK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-30T20:17:43.873113] [INFO ] [sig       ] [459/3539] Forecasting BLKB...
[2025-12-30T20:17:43.873142] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-30T20:17:43.873173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-30T20:17:43.884600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-30T20:17:43.884925] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-30T20:17:43.885701] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-30T20:17:43.885754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:43.885785] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:43.885812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:43.885869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:43.941927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:43.942622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:43.942704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:43.942736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:44.059089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:44.059252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:44.059298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:44.059325] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:44.062650] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-30T20:17:44.062922] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-30T20:17:44.063042] [INFO ] [sig       ] BLKB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:44.217250] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLKB.txt
[2025-12-30T20:17:44.217399] [INFO ] [sig       ] [459/3539] Completed BLKB in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-30T20:17:44.217443] [INFO ] [sig       ] [460/3539] Forecasting BLMN...
[2025-12-30T20:17:44.217475] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-30T20:17:44.217508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-30T20:17:44.229336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-30T20:17:44.229709] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-30T20:17:44.230484] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-30T20:17:44.230536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:44.230583] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:44.230613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:44.230671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:44.289566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:44.290365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:44.290459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:44.290492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:44.414293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:44.414442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:44.414481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:44.414547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:44.417900] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-30T20:17:44.418170] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-30T20:17:44.418296] [INFO ] [sig       ] BLMN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:44.567542] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLMN.txt
[2025-12-30T20:17:44.567696] [INFO ] [sig       ] [460/3539] Completed BLMN in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-30T20:17:44.567735] [INFO ] [sig       ] [461/3539] Forecasting BLND...
[2025-12-30T20:17:44.567764] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-30T20:17:44.567795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-30T20:17:44.579056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-30T20:17:44.579424] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-30T20:17:44.580201] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-30T20:17:44.580254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:44.580284] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:44.580310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:44.580367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:44.646307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:44.647286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:44.647384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:44.647425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:44.768895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:44.769047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:44.769086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:44.769115] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:44.772409] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-30T20:17:44.772696] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-30T20:17:44.772816] [INFO ] [sig       ] BLND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:44.913628] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLND.txt
[2025-12-30T20:17:44.913753] [INFO ] [sig       ] [461/3539] Completed BLND in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-30T20:17:44.913791] [INFO ] [sig       ] [462/3539] Forecasting BLRX...
[2025-12-30T20:17:44.913821] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-30T20:17:44.913851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-30T20:17:44.925159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-30T20:17:44.925490] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-30T20:17:44.926288] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-30T20:17:44.926342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:44.926375] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:44.926403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:44.926462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:44.982950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:44.983605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:44.983707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:44.983752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:45.100950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:45.101093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:45.101133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:45.101161] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:45.105020] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-30T20:17:45.105290] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-30T20:17:45.105626] [INFO ] [sig       ] BLRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:45.256664] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLRX.txt
[2025-12-30T20:17:45.256793] [INFO ] [sig       ] [462/3539] Completed BLRX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:45.256830] [INFO ] [sig       ] [463/3539] Forecasting BLTE...
[2025-12-30T20:17:45.256861] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-30T20:17:45.256891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-30T20:17:45.268952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-30T20:17:45.269298] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-30T20:17:45.270101] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-30T20:17:45.270165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:45.270204] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:45.270237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:45.270308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:45.328898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:45.329751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:45.329832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:45.329864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:45.452561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:45.452708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:45.452747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:45.452774] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:45.455992] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-30T20:17:45.456265] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-30T20:17:45.456406] [INFO ] [sig       ] BLTE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:45.604959] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BLTE.txt
[2025-12-30T20:17:45.605076] [INFO ] [sig       ] [463/3539] Completed BLTE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:45.605116] [INFO ] [sig       ] [464/3539] Forecasting BLX...
[2025-12-30T20:17:45.605143] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-30T20:17:45.605179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-30T20:17:45.615951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-30T20:17:45.616213] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-30T20:17:45.616979] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-30T20:17:45.617030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:45.617061] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:45.617088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:45.617153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:45.674196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:45.674800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:45.674877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:45.674909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:45.794756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:45.794870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:45.794907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:45.794934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:45.798090] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-30T20:17:45.798351] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-30T20:17:45.798473] [INFO ] [sig       ] BLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:45.943042] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLX.txt
[2025-12-30T20:17:45.943157] [INFO ] [sig       ] [464/3539] Completed BLX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:45.943194] [INFO ] [sig       ] [465/3539] Forecasting BLZE...
[2025-12-30T20:17:45.943223] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-30T20:17:45.943253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-30T20:17:45.954275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-30T20:17:45.954551] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-30T20:17:45.955395] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-30T20:17:45.955449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:45.955481] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:45.955509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:45.955566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:46.013222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:46.013836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:46.013912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:46.013945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:46.133818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:46.133945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:46.133982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:46.134010] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:46.137201] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-12-30T20:17:46.137463] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-30T20:17:46.137601] [INFO ] [sig       ] BLZE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:46.285063] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BLZE.txt
[2025-12-30T20:17:46.285203] [INFO ] [sig       ] [465/3539] Completed BLZE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:46.285245] [INFO ] [sig       ] [466/3539] Forecasting BMA...
[2025-12-30T20:17:46.285274] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-30T20:17:46.285304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-30T20:17:46.296626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-30T20:17:46.296933] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-30T20:17:46.297776] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-30T20:17:46.297840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:46.297875] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:46.297902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:46.297962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:46.355816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:46.356409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:46.356488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:46.356521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:46.473334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:46.473457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:46.473495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:46.473523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:46.476748] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2025-12-30T20:17:46.477009] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-30T20:17:46.477127] [INFO ] [sig       ] BMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:46.617393] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BMA.txt
[2025-12-30T20:17:46.617501] [INFO ] [sig       ] [466/3539] Completed BMA in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:46.617539] [INFO ] [sig       ] [467/3539] Forecasting BMBL...
[2025-12-30T20:17:46.617584] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-30T20:17:46.617618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-30T20:17:46.628702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-30T20:17:46.628992] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-30T20:17:46.629765] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-30T20:17:46.629818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:46.629849] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:46.629876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:46.629933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:46.687491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:46.688117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:46.688196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:46.688230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:46.808086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:46.808189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:46.808228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:46.808255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:46.811464] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-30T20:17:46.811745] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-30T20:17:46.811864] [INFO ] [sig       ] BMBL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:46.952037] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BMBL.txt
[2025-12-30T20:17:46.952148] [INFO ] [sig       ] [467/3539] Completed BMBL in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:46.952185] [INFO ] [sig       ] [468/3539] Forecasting BME...
[2025-12-30T20:17:46.952213] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-30T20:17:46.952243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-30T20:17:46.963524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-30T20:17:46.963837] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-30T20:17:46.964623] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-30T20:17:46.964680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:46.964712] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:46.964739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:46.964797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:47.021945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:47.022523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:47.022617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:47.022651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:47.137014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:47.137144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:47.137181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:47.137211] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:47.140449] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-30T20:17:47.140729] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-30T20:17:47.140855] [INFO ] [sig       ] BME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:47.287360] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BME.txt
[2025-12-30T20:17:47.287474] [INFO ] [sig       ] [468/3539] Completed BME in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:47.287513] [INFO ] [sig       ] [469/3539] Forecasting BMEZ...
[2025-12-30T20:17:47.287542] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-30T20:17:47.287591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-30T20:17:47.299528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-30T20:17:47.299857] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-30T20:17:47.300721] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-30T20:17:47.300774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:47.300832] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:47.300861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:47.300919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:47.358728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:47.359447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:47.359532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:47.359565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:47.478019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:47.478144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:47.478183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:47.478212] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:47.481500] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-30T20:17:47.481791] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-30T20:17:47.481916] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:47.624694] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMEZ.txt
[2025-12-30T20:17:47.624809] [INFO ] [sig       ] [469/3539] Completed BMEZ in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:47.624848] [INFO ] [sig       ] [470/3539] Forecasting BMI...
[2025-12-30T20:17:47.624877] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-30T20:17:47.624907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-30T20:17:47.637340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-30T20:17:47.637653] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-30T20:17:47.638457] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-30T20:17:47.638512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:47.638544] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:47.638595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:47.638663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:47.697220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:47.698026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:47.698105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:47.698137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:47.815809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:47.815929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:47.815967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:47.815995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:47.819384] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-30T20:17:47.819857] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-30T20:17:47.819977] [INFO ] [sig       ] BMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:47.960057] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMI.txt
[2025-12-30T20:17:47.960175] [INFO ] [sig       ] [470/3539] Completed BMI in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:47.960213] [INFO ] [sig       ] [471/3539] Forecasting BMO...
[2025-12-30T20:17:47.960247] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-30T20:17:47.960284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-30T20:17:47.971723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-30T20:17:47.971999] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-30T20:17:47.972764] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-30T20:17:47.972815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:47.972846] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:47.972872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:47.972929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:48.029840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:48.030550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:48.030648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:48.030681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:48.153487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:48.153643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:48.153683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:48.153712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:48.156951] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-30T20:17:48.157232] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-30T20:17:48.157355] [INFO ] [sig       ] BMO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:48.299955] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMO.txt
[2025-12-30T20:17:48.300082] [INFO ] [sig       ] [471/3539] Completed BMO in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:48.300120] [INFO ] [sig       ] [472/3539] Forecasting BMRA...
[2025-12-30T20:17:48.300149] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-30T20:17:48.300179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-30T20:17:48.315295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-30T20:17:48.315802] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-30T20:17:48.316830] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-30T20:17:48.316894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:48.316934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:48.316970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:48.317048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:48.379310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:48.380215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:48.380307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:48.380339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:48.496024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:48.496195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:48.496237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:48.496303] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:48.499738] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-30T20:17:48.500032] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-30T20:17:48.500163] [INFO ] [sig       ] BMRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:48.647351] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMRA.txt
[2025-12-30T20:17:48.647527] [INFO ] [sig       ] [472/3539] Completed BMRA in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:48.647587] [INFO ] [sig       ] [473/3539] Forecasting BMRC...
[2025-12-30T20:17:48.647621] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-30T20:17:48.647653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-30T20:17:48.659282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-30T20:17:48.659678] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-30T20:17:48.660480] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-30T20:17:48.660534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:48.660565] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:48.660610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:48.660668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:48.717964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:48.718861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:48.718949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:48.718980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:48.836619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:48.836786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:48.836827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:48.836855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:48.840207] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-30T20:17:48.840486] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-30T20:17:48.840627] [INFO ] [sig       ] BMRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:48.982327] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMRC.txt
[2025-12-30T20:17:48.982437] [INFO ] [sig       ] [473/3539] Completed BMRC in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:48.982645] [INFO ] [sig       ] [474/3539] Forecasting BMRN...
[2025-12-30T20:17:48.982674] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-30T20:17:48.982703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-30T20:17:48.994356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-30T20:17:48.994647] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-30T20:17:48.995390] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-30T20:17:48.995442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:48.995474] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:48.995500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:48.995558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:49.053122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:49.053934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:49.054012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:49.054043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:49.172305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:49.172475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:49.172723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:49.172753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:49.176678] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2025-12-30T20:17:49.176972] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-30T20:17:49.177097] [INFO ] [sig       ] BMRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:49.320325] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMRN.txt
[2025-12-30T20:17:49.320484] [INFO ] [sig       ] [474/3539] Completed BMRN in 0.3s | 2.88 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-30T20:17:49.320525] [INFO ] [sig       ] [475/3539] Forecasting BMY...
[2025-12-30T20:17:49.320555] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-30T20:17:49.320607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-30T20:17:49.332316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-30T20:17:49.332731] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-30T20:17:49.333510] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-30T20:17:49.333564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:49.333614] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:49.333641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:49.333699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:49.390423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:49.391334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:49.391427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:49.391460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:49.519995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:49.520151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:49.520196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:49.520227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:49.523857] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-30T20:17:49.524149] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-30T20:17:49.524279] [INFO ] [sig       ] BMY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:49.683269] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BMY.txt
[2025-12-30T20:17:49.683436] [INFO ] [sig       ] [475/3539] Completed BMY in 0.4s | 2.88 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-30T20:17:49.683478] [INFO ] [sig       ] [476/3539] Forecasting BN...
[2025-12-30T20:17:49.683509] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-30T20:17:49.683541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-30T20:17:49.696374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-30T20:17:49.696770] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-30T20:17:49.697676] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-30T20:17:49.697732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:49.697766] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:49.697793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:49.697853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:49.761924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:49.762791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:49.762881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:49.762917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:49.890898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:49.891072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:49.891122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:49.891163] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:49.894838] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-30T20:17:49.895141] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-30T20:17:49.895293] [INFO ] [sig       ] BN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:50.050994] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BN.txt
[2025-12-30T20:17:50.051179] [INFO ] [sig       ] [476/3539] Completed BN in 0.4s | 2.88 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-30T20:17:50.051238] [INFO ] [sig       ] [477/3539] Forecasting BND...
[2025-12-30T20:17:50.051275] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-30T20:17:50.051313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-30T20:17:50.063532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-30T20:17:50.064104] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-30T20:17:50.064955] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-30T20:17:50.065011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:50.065057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:50.065086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:50.065146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:50.125834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:50.126786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:50.126876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:50.126911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:50.248198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:50.248356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:50.248397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:50.248424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:50.251768] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-12-30T20:17:50.252047] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-30T20:17:50.252170] [INFO ] [sig       ] BND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:50.390330] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BND.txt
[2025-12-30T20:17:50.390467] [INFO ] [sig       ] [477/3539] Completed BND in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:50.390505] [INFO ] [sig       ] [478/3539] Forecasting BNDX...
[2025-12-30T20:17:50.390533] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-30T20:17:50.390563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-30T20:17:50.402198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-30T20:17:50.402541] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-30T20:17:50.403320] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-30T20:17:50.403372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:50.403404] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:50.403430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:50.403487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:50.459339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:50.460090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:50.460173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:50.460206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:50.580854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:50.581014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:50.581057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:50.581086] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:50.584513] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-30T20:17:50.584804] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-30T20:17:50.584929] [INFO ] [sig       ] BNDX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:50.738092] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BNDX.txt
[2025-12-30T20:17:50.738260] [INFO ] [sig       ] [478/3539] Completed BNDX in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:50.738311] [INFO ] [sig       ] [479/3539] Forecasting BNED...
[2025-12-30T20:17:50.738343] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-30T20:17:50.738374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-30T20:17:50.751145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-30T20:17:50.751702] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-30T20:17:50.752490] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-30T20:17:50.752544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:50.752599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:50.752631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:50.752691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:50.809835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:50.810443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:50.810756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:50.810792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:50.927349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:50.927500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:50.927542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:50.927588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:50.931016] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-30T20:17:50.931284] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-30T20:17:50.931405] [INFO ] [sig       ] BNED: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:51.072983] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BNED.txt
[2025-12-30T20:17:51.073144] [INFO ] [sig       ] [479/3539] Completed BNED in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:51.073186] [INFO ] [sig       ] [480/3539] Forecasting BNGO...
[2025-12-30T20:17:51.073216] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-30T20:17:51.073247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-30T20:17:51.085480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-30T20:17:51.085924] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-30T20:17:51.086721] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-30T20:17:51.086775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:51.086806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:51.086832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:51.086890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:51.146310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:51.147182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:51.147267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:51.147299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:51.267199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:51.267362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:51.267404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:51.267432] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:51.271171] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-30T20:17:51.271445] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-30T20:17:51.271568] [INFO ] [sig       ] BNGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:51.414046] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BNGO.txt
[2025-12-30T20:17:51.414205] [INFO ] [sig       ] [480/3539] Completed BNGO in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:51.414253] [INFO ] [sig       ] [481/3539] Forecasting BNH...
[2025-12-30T20:17:51.414283] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-30T20:17:51.414314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-30T20:17:51.427126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-30T20:17:51.427548] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-30T20:17:51.428343] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-30T20:17:51.428395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:51.428426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:51.428451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:51.428508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:51.485105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:51.485963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:51.486048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:51.486081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:51.599538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:51.599730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:51.599773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:51.599803] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:51.603663] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-12-30T20:17:51.604043] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-30T20:17:51.604193] [INFO ] [sig       ] BNH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:51.775972] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BNH.txt
[2025-12-30T20:17:51.776176] [INFO ] [sig       ] [481/3539] Completed BNH in 0.4s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:51.776239] [INFO ] [sig       ] [482/3539] Forecasting BNJ...
[2025-12-30T20:17:51.776285] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-30T20:17:51.776337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-30T20:17:51.790054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-30T20:17:51.790465] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-30T20:17:51.791326] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-30T20:17:51.791385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:51.791417] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:51.791444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:51.791501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:51.849963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:51.850880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:51.850966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:51.850999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:51.961062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:51.961220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:51.961261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:51.961290] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:51.964660] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-30T20:17:51.964943] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-30T20:17:51.965069] [INFO ] [sig       ] BNJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:52.111057] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BNJ.txt
[2025-12-30T20:17:52.111230] [INFO ] [sig       ] [482/3539] Completed BNJ in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:52.111274] [INFO ] [sig       ] [483/3539] Forecasting BNL...
[2025-12-30T20:17:52.111305] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-30T20:17:52.111338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-30T20:17:52.123762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-30T20:17:52.124049] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-30T20:17:52.124818] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-30T20:17:52.124872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:52.124911] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:52.124944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:52.125018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:52.181977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:52.182904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:52.183004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:52.183038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:52.301432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:52.301606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:52.301650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:52.301679] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:52.305126] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-30T20:17:52.305397] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-30T20:17:52.305516] [INFO ] [sig       ] BNL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:52.457671] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BNL.txt
[2025-12-30T20:17:52.457834] [INFO ] [sig       ] [483/3539] Completed BNL in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:52.457876] [INFO ] [sig       ] [484/3539] Forecasting BNS...
[2025-12-30T20:17:52.457905] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-30T20:17:52.457937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-30T20:17:52.469322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-30T20:17:52.469630] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-30T20:17:52.470412] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-30T20:17:52.470466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:52.470498] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:52.470525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:52.470602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:52.528749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:52.529554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:52.529656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:52.529691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:52.650761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:52.650911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:52.650952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:52.650997] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:52.654318] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-30T20:17:52.654602] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-30T20:17:52.654724] [INFO ] [sig       ] BNS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:52.796420] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BNS.txt
[2025-12-30T20:17:52.796629] [INFO ] [sig       ] [484/3539] Completed BNS in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:52.796679] [INFO ] [sig       ] [485/3539] Forecasting BNTC...
[2025-12-30T20:17:52.796713] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-30T20:17:52.796750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-30T20:17:52.809562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-30T20:17:52.810002] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-30T20:17:52.810864] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-30T20:17:52.810926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:52.810958] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:52.810985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:52.811042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:52.873015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:52.873953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:52.874051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:52.874086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:52.998005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:52.998156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:52.998198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:52.998228] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:53.002046] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-12-30T20:17:53.002340] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-30T20:17:53.002469] [INFO ] [sig       ] BNTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:53.145082] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BNTC.txt
[2025-12-30T20:17:53.145204] [INFO ] [sig       ] [485/3539] Completed BNTC in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:53.145243] [INFO ] [sig       ] [486/3539] Forecasting BNTX...
[2025-12-30T20:17:53.145272] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-30T20:17:53.145301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-30T20:17:53.157044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-30T20:17:53.157361] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-30T20:17:53.158158] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-30T20:17:53.158213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:53.158273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:53.158304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:53.158365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:53.218184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:53.218925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:53.219011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:53.219060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:53.340802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:53.340968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:53.341014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:53.341055] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:53.344558] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-30T20:17:53.344872] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-30T20:17:53.345002] [INFO ] [sig       ] BNTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:53.503267] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BNTX.txt
[2025-12-30T20:17:53.503408] [INFO ] [sig       ] [486/3539] Completed BNTX in 0.4s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:53.503449] [INFO ] [sig       ] [487/3539] Forecasting BNY...
[2025-12-30T20:17:53.503478] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-30T20:17:53.503508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-30T20:17:53.515006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-30T20:17:53.515331] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-30T20:17:53.516093] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-30T20:17:53.516145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:53.516176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:53.516202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:53.516259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:53.574900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:53.575738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:53.575850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:53.575889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:53.691961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:53.692124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:53.692167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:53.692195] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:53.695588] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-12-30T20:17:53.695887] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-30T20:17:53.696019] [INFO ] [sig       ] BNY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:53.841029] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BNY.txt
[2025-12-30T20:17:53.841175] [INFO ] [sig       ] [487/3539] Completed BNY in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:53.841213] [INFO ] [sig       ] [488/3539] Forecasting BOC...
[2025-12-30T20:17:53.841243] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-30T20:17:53.841274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-30T20:17:53.854103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-30T20:17:53.854378] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-30T20:17:53.855140] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-30T20:17:53.855193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:53.855224] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:53.855251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:53.855320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:53.911365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:53.912021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:53.912120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:53.912152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:54.030770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:54.030930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:54.030971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:54.030999] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:54.034350] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-30T20:17:54.034640] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-30T20:17:54.034764] [INFO ] [sig       ] BOC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:54.174437] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BOC.txt
[2025-12-30T20:17:54.174588] [INFO ] [sig       ] [488/3539] Completed BOC in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:54.174629] [INFO ] [sig       ] [489/3539] Forecasting BOE...
[2025-12-30T20:17:54.174659] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-30T20:17:54.174691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-30T20:17:54.186566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-30T20:17:54.186861] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-30T20:17:54.187633] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-30T20:17:54.187686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:54.187717] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:54.187743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:54.187802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:54.254406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:54.255309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:54.255395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:54.255429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:54.372176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:54.372342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:54.372385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:54.372412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:54.375922] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-30T20:17:54.376235] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-30T20:17:54.376368] [INFO ] [sig       ] BOE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:54.515899] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BOE.txt
[2025-12-30T20:17:54.516027] [INFO ] [sig       ] [489/3539] Completed BOE in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:54.516066] [INFO ] [sig       ] [490/3539] Forecasting BOF...
[2025-12-30T20:17:54.516096] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-30T20:17:54.516126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-30T20:17:54.527730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-30T20:17:54.528011] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-30T20:17:54.528990] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-30T20:17:54.529065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:54.529098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:54.529125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:54.529181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:54.585468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:54.586065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:54.586144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:54.586176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:54.709466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:54.709624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:54.709665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:54.709694] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:54.712926] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-30T20:17:54.713185] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-30T20:17:54.713303] [INFO ] [sig       ] BOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:54.853438] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOF.txt
[2025-12-30T20:17:54.853616] [INFO ] [sig       ] [490/3539] Completed BOF in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:54.853659] [INFO ] [sig       ] [491/3539] Forecasting BOH...
[2025-12-30T20:17:54.853690] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-30T20:17:54.853721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-30T20:17:54.865242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-30T20:17:54.865522] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-30T20:17:54.866291] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-30T20:17:54.866342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:54.866373] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:54.866399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:54.866456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:54.925540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:54.926290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:54.926381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:54.926415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:55.043762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:55.043918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:55.043959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:55.043986] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:55.047287] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-12-30T20:17:55.047551] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-30T20:17:55.047693] [INFO ] [sig       ] BOH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:55.186272] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOH.txt
[2025-12-30T20:17:55.186403] [INFO ] [sig       ] [491/3539] Completed BOH in 0.3s | 2.88 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-30T20:17:55.186441] [INFO ] [sig       ] [492/3539] Forecasting BOKF...
[2025-12-30T20:17:55.186470] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-30T20:17:55.186501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-30T20:17:55.197642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-30T20:17:55.197931] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-30T20:17:55.198704] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-30T20:17:55.198771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:55.198802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:55.198828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:55.198887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:55.256171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:55.257095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:55.257178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:55.257210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:55.376269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:55.376425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:55.376469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:55.376498] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:55.379964] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-30T20:17:55.380241] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-30T20:17:55.380381] [INFO ] [sig       ] BOKF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:55.527963] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOKF.txt
[2025-12-30T20:17:55.528118] [INFO ] [sig       ] [492/3539] Completed BOKF in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-30T20:17:55.528167] [INFO ] [sig       ] [493/3539] Forecasting BOLD...
[2025-12-30T20:17:55.528198] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-30T20:17:55.528229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-30T20:17:55.540925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-30T20:17:55.541237] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-30T20:17:55.542238] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-30T20:17:55.542302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:55.542339] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:55.542367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:55.542431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:55.605066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:55.605832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:55.605920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:55.605954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:55.724669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:55.724824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:55.724867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:55.724898] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:55.728298] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-30T20:17:55.728601] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-30T20:17:55.728752] [INFO ] [sig       ] BOLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:55.870792] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BOLD.txt
[2025-12-30T20:17:55.870947] [INFO ] [sig       ] [493/3539] Completed BOLD in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:55.870988] [INFO ] [sig       ] [494/3539] Forecasting BOND...
[2025-12-30T20:17:55.871017] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-30T20:17:55.871048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-30T20:17:55.882955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-30T20:17:55.883255] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-30T20:17:55.884025] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-30T20:17:55.884078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:55.884109] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:55.884136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:55.884192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:55.942888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:55.943796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:55.943882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:55.943917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:56.067358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:56.067513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:56.067553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:56.067600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:56.070924] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-30T20:17:56.071197] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-30T20:17:56.071318] [INFO ] [sig       ] BOND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:56.212882] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOND.txt
[2025-12-30T20:17:56.213018] [INFO ] [sig       ] [494/3539] Completed BOND in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:56.213059] [INFO ] [sig       ] [495/3539] Forecasting BOOM...
[2025-12-30T20:17:56.213090] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-30T20:17:56.213123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-30T20:17:56.225829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-30T20:17:56.226194] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-30T20:17:56.227052] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-30T20:17:56.227110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:56.227143] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:56.227171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:56.227230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:56.286017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:56.286854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:56.286945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:56.286979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:56.409894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:56.410052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:56.410103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:56.410132] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:56.413508] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=24.83%)
[2025-12-30T20:17:56.413814] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-30T20:17:56.413961] [INFO ] [sig       ] BOOM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:56.553423] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOOM.txt
[2025-12-30T20:17:56.553561] [INFO ] [sig       ] [495/3539] Completed BOOM in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:56.553619] [INFO ] [sig       ] [496/3539] Forecasting BOTZ...
[2025-12-30T20:17:56.553650] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-30T20:17:56.553680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-30T20:17:56.565163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-30T20:17:56.565491] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-30T20:17:56.566285] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-30T20:17:56.566338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:56.566369] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:56.566395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:56.566453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:56.622712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:56.623405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:56.623535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:56.623569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:56.742412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:56.742590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:56.742634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:56.742663] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:56.745954] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-30T20:17:56.746227] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-30T20:17:56.746351] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:56.890346] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BOTZ.txt
[2025-12-30T20:17:56.890504] [INFO ] [sig       ] [496/3539] Completed BOTZ in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:56.890554] [INFO ] [sig       ] [497/3539] Forecasting BOX...
[2025-12-30T20:17:56.890612] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-30T20:17:56.890648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-30T20:17:56.904155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-30T20:17:56.904501] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-30T20:17:56.905511] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-30T20:17:56.905564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:56.905626] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:56.905664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:56.905736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:56.968516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:56.969716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:56.969805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:56.969837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:57.089448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:57.089636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:57.089679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:57.089708] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:57.093042] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-30T20:17:57.093308] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-30T20:17:57.093430] [INFO ] [sig       ] BOX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:57.236284] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BOX.txt
[2025-12-30T20:17:57.236407] [INFO ] [sig       ] [497/3539] Completed BOX in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:57.236453] [INFO ] [sig       ] [498/3539] Forecasting BP...
[2025-12-30T20:17:57.236489] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-30T20:17:57.236526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-30T20:17:57.248615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-30T20:17:57.248998] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-30T20:17:57.249868] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-30T20:17:57.249922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:57.249955] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:57.249981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:57.250044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:57.322802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:57.323718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:57.323812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:57.323846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:57.444678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:57.444828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:57.444869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:57.444897] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:57.448302] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-30T20:17:57.448632] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-30T20:17:57.448776] [INFO ] [sig       ] BP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:57.592507] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BP.txt
[2025-12-30T20:17:57.592688] [INFO ] [sig       ] [498/3539] Completed BP in 0.4s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:57.592732] [INFO ] [sig       ] [499/3539] Forecasting BPOP...
[2025-12-30T20:17:57.592762] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-30T20:17:57.592793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-30T20:17:57.604542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-30T20:17:57.604851] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-30T20:17:57.605626] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-30T20:17:57.605679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:57.605712] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:57.605738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:57.605795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:57.662509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:57.663408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:57.663496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:57.663529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:57.781470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:57.781646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:57.781688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:57.781717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:57.785025] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-30T20:17:57.785290] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-30T20:17:57.785412] [INFO ] [sig       ] BPOP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:57.926954] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BPOP.txt
[2025-12-30T20:17:57.927150] [INFO ] [sig       ] [499/3539] Completed BPOP in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:57.927191] [INFO ] [sig       ] [500/3539] Forecasting BPRN...
[2025-12-30T20:17:57.927220] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-30T20:17:57.927251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-30T20:17:57.937012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-30T20:17:57.937340] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-30T20:17:57.938125] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-30T20:17:57.938177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:57.938208] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:57.938235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:57.938292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:57.994754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:57.995589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:57.995673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:57.995705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:58.090070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:58.090242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:58.090283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:58.090312] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:58.093900] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-30T20:17:58.094255] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-30T20:17:58.094395] [INFO ] [sig       ] BPRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:58.236865] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BPRN.txt
[2025-12-30T20:17:58.237032] [INFO ] [sig       ] [500/3539] Completed BPRN in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:58.237072] [INFO ] [sig       ] [501/3539] Forecasting BPYPM...
[2025-12-30T20:17:58.237103] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-30T20:17:58.237134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-30T20:17:58.250094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-30T20:17:58.250452] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-30T20:17:58.251248] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-30T20:17:58.251301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:58.251345] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:58.251372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:58.251434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:58.309303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:58.310245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:58.310336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:58.310371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:58.415443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:58.415617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:58.415659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:58.415688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:58.419216] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-30T20:17:58.419525] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-30T20:17:58.419675] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:58.565009] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BPYPM.txt
[2025-12-30T20:17:58.565159] [INFO ] [sig       ] [501/3539] Completed BPYPM in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:58.565212] [INFO ] [sig       ] [502/3539] Forecasting BPYPO...
[2025-12-30T20:17:58.565243] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-30T20:17:58.565274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-30T20:17:58.576551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-30T20:17:58.576905] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-30T20:17:58.577688] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-30T20:17:58.577740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:58.577772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:58.577799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:58.577855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:58.636464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:58.637319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:58.637458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:58.637497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:58.735197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:58.735354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:58.735394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:58.735423] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:58.738832] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2025-12-30T20:17:58.739119] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-30T20:17:58.739245] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:58.882348] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BPYPO.txt
[2025-12-30T20:17:58.882523] [INFO ] [sig       ] [502/3539] Completed BPYPO in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:58.882566] [INFO ] [sig       ] [503/3539] Forecasting BPYPP...
[2025-12-30T20:17:58.882622] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-30T20:17:58.882656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-30T20:17:58.896910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-30T20:17:58.897305] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-30T20:17:58.898191] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-30T20:17:58.898249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:58.898312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:58.898342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:58.898403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:58.960097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:58.961012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:58.961101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:58.961136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:59.066473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:59.066652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:59.066696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:59.066725] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:59.070194] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-30T20:17:59.070471] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-30T20:17:59.070616] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:17:59.217147] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BPYPP.txt
[2025-12-30T20:17:59.217327] [INFO ] [sig       ] [503/3539] Completed BPYPP in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:59.217371] [INFO ] [sig       ] [504/3539] Forecasting BRAG...
[2025-12-30T20:17:59.217401] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-30T20:17:59.217431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-30T20:17:59.229246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-30T20:17:59.229557] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-30T20:17:59.230350] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-30T20:17:59.230403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:59.230444] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:59.230472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:59.230535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:59.287027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:59.287686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:59.287787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:59.287822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:59.404265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:59.404417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:59.404459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:59.404487] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:59.407822] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-30T20:17:59.408084] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-30T20:17:59.408204] [INFO ] [sig       ] BRAG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:59.548300] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BRAG.txt
[2025-12-30T20:17:59.548436] [INFO ] [sig       ] [504/3539] Completed BRAG in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:59.548481] [INFO ] [sig       ] [505/3539] Forecasting BRC...
[2025-12-30T20:17:59.548511] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-30T20:17:59.548547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-30T20:17:59.559968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-30T20:17:59.560238] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-30T20:17:59.561028] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-30T20:17:59.561080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:59.561112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:59.561138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:59.561195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:59.618370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:59.619057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:59.619138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:59.619169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:17:59.734876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:17:59.735033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:17:59.735074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:17:59.735101] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:17:59.738424] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-30T20:17:59.738707] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-30T20:17:59.738845] [INFO ] [sig       ] BRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:17:59.879820] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BRC.txt
[2025-12-30T20:17:59.879946] [INFO ] [sig       ] [505/3539] Completed BRC in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:17:59.879986] [INFO ] [sig       ] [506/3539] Forecasting BRCC...
[2025-12-30T20:17:59.880014] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-30T20:17:59.880046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-30T20:17:59.891141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-30T20:17:59.891425] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-30T20:17:59.892182] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-30T20:17:59.892234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:17:59.892265] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:17:59.892291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:17:59.892348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:17:59.951170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:17:59.951869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:17:59.951952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:17:59.951986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:00.074930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:00.075037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:00.075077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:00.075136] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:00.078469] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-30T20:18:00.078787] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-30T20:18:00.078926] [INFO ] [sig       ] BRCC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:00.223717] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BRCC.txt
[2025-12-30T20:18:00.224495] [INFO ] [sig       ] [506/3539] Completed BRCC in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-30T20:18:00.224602] [INFO ] [sig       ] [507/3539] Forecasting BRO...
[2025-12-30T20:18:00.224651] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-30T20:18:00.224693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-30T20:18:00.235977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-30T20:18:00.236311] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-30T20:18:00.237107] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-30T20:18:00.237160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:00.237194] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:00.237222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:00.237282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:00.296675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:00.297440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:00.297524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:00.297557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:00.419271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:00.419385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:00.419426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:00.419455] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:00.422849] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-30T20:18:00.423133] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-30T20:18:00.423259] [INFO ] [sig       ] BRO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:00.566372] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BRO.txt
[2025-12-30T20:18:00.566523] [INFO ] [sig       ] [507/3539] Completed BRO in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-30T20:18:00.566564] [INFO ] [sig       ] [508/3539] Forecasting BROS...
[2025-12-30T20:18:00.566612] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-30T20:18:00.566644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-30T20:18:00.577893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-30T20:18:00.578219] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-30T20:18:00.579042] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-30T20:18:00.579095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:00.579127] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:00.579155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:00.579215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:00.639587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:00.640550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:00.640646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:00.640678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:00.764381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:00.764499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:00.764551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:00.764600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:00.767917] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-30T20:18:00.768180] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-30T20:18:00.768301] [INFO ] [sig       ] BROS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:00.909115] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BROS.txt
[2025-12-30T20:18:00.909277] [INFO ] [sig       ] [508/3539] Completed BROS in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-30T20:18:00.909317] [INFO ] [sig       ] [509/3539] Forecasting BRSP...
[2025-12-30T20:18:00.909346] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-30T20:18:00.909386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-30T20:18:00.920689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-30T20:18:00.921105] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-30T20:18:00.921918] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-30T20:18:00.921972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:00.922003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:00.922029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:00.922087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:00.981443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:00.982322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:00.982422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:00.982454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:01.102341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:01.102484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:01.102524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:01.102552] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:01.105838] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-30T20:18:01.106107] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-30T20:18:01.106228] [INFO ] [sig       ] BRSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:01.248478] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BRSP.txt
[2025-12-30T20:18:01.248618] [INFO ] [sig       ] [509/3539] Completed BRSP in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-30T20:18:01.248659] [INFO ] [sig       ] [510/3539] Forecasting BRX...
[2025-12-30T20:18:01.248688] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-30T20:18:01.248727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-30T20:18:01.259602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-30T20:18:01.259883] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-30T20:18:01.260651] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-30T20:18:01.260704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:01.260735] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:01.260762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:01.260820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:01.317011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:01.317673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:01.317763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:01.317796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:01.435941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:01.436090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:01.436131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:01.436159] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:01.439426] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2025-12-30T20:18:01.439716] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-30T20:18:01.439835] [INFO ] [sig       ] BRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:01.615990] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BRX.txt
[2025-12-30T20:18:01.616150] [INFO ] [sig       ] [510/3539] Completed BRX in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:01.616191] [INFO ] [sig       ] [511/3539] Forecasting BRZE...
[2025-12-30T20:18:01.616221] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-30T20:18:01.616253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-30T20:18:01.627875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-30T20:18:01.628278] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-30T20:18:01.629143] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-30T20:18:01.629202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:01.629235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:01.629262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:01.629318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:01.687691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:01.688544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:01.688653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:01.688686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:01.814765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:01.814949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:01.814991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:01.815019] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:01.818658] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-12-30T20:18:01.818982] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-30T20:18:01.819115] [INFO ] [sig       ] BRZE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:01.962645] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BRZE.txt
[2025-12-30T20:18:01.962805] [INFO ] [sig       ] [511/3539] Completed BRZE in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:01.962846] [INFO ] [sig       ] [512/3539] Forecasting BSAC...
[2025-12-30T20:18:01.962875] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-30T20:18:01.962906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-30T20:18:01.975113] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSAC'.
[2025-12-30T20:18:01.975461] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-30T20:18:01.976287] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-30T20:18:01.976342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:01.976386] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:01.976414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:01.976472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:02.036831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:02.037670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:02.037759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:02.037803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:02.161593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:02.161755] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:18:02.161796] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:02.161825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:02.165486] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-30T20:18:02.165807] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-30T20:18:02.165931] [INFO ] [sig       ] BSAC: Forecast for 2025-12-29: UP (sign=1.00)
[2025-12-30T20:18:02.311339] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-30	1 -> ./output/forecasts/individual/2025-12-30/BSAC.txt
[2025-12-30T20:18:02.311493] [INFO ] [sig       ] [512/3539] Completed BSAC in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:02.311534] [INFO ] [sig       ] [513/3539] Forecasting BSCQ...
[2025-12-30T20:18:02.311590] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-30T20:18:02.311627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-30T20:18:02.322630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-30T20:18:02.323108] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-30T20:18:02.324065] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-30T20:18:02.324116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:02.324147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:02.324173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:02.324230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:02.384314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:02.385008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:02.385315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:02.385347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:02.502818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:02.502973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:02.503014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:02.503043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:02.506367] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-30T20:18:02.506652] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-30T20:18:02.506773] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:02.654297] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSCQ.txt
[2025-12-30T20:18:02.654433] [INFO ] [sig       ] [513/3539] Completed BSCQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:02.654492] [INFO ] [sig       ] [514/3539] Forecasting BSCS...
[2025-12-30T20:18:02.654523] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-30T20:18:02.654555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-30T20:18:02.667616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-30T20:18:02.667936] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-30T20:18:02.668957] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-30T20:18:02.669012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:02.669045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:02.669072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:02.669131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:02.727499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:02.728408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:02.728496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:02.728530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:02.859790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:02.860154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:02.860195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:02.860225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:02.864269] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=43.44%)
[2025-12-30T20:18:02.864546] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-30T20:18:02.864692] [INFO ] [sig       ] BSCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:03.010634] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSCS.txt
[2025-12-30T20:18:03.010793] [INFO ] [sig       ] [514/3539] Completed BSCS in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:03.010834] [INFO ] [sig       ] [515/3539] Forecasting BSCX...
[2025-12-30T20:18:03.010863] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-30T20:18:03.010895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-30T20:18:03.021877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-30T20:18:03.022193] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-30T20:18:03.022969] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-30T20:18:03.023021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:03.023053] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:03.023079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:03.023137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:03.080852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:03.081751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:03.081842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:03.081873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:03.206126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:03.206293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:03.206337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:03.206366] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:03.209959] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-12-30T20:18:03.210274] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-30T20:18:03.210415] [INFO ] [sig       ] BSCX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:03.372320] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSCX.txt
[2025-12-30T20:18:03.372486] [INFO ] [sig       ] [515/3539] Completed BSCX in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:03.372527] [INFO ] [sig       ] [516/3539] Forecasting BSCY...
[2025-12-30T20:18:03.372562] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-30T20:18:03.372624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-30T20:18:03.386344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-30T20:18:03.386844] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-30T20:18:03.387742] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-30T20:18:03.387797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:03.387830] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:03.387858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:03.387917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:03.447806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:03.448781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:03.448876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:03.448911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:03.593027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:03.593199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:03.593244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:03.593274] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:03.598165] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-30T20:18:03.598646] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-30T20:18:03.598856] [INFO ] [sig       ] BSCY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:03.815991] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSCY.txt
[2025-12-30T20:18:03.816269] [INFO ] [sig       ] [516/3539] Completed BSCY in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:03.816331] [INFO ] [sig       ] [517/3539] Forecasting BSJQ...
[2025-12-30T20:18:03.816374] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-30T20:18:03.816418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-30T20:18:03.831413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-30T20:18:03.831944] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-30T20:18:03.833123] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-30T20:18:03.833196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:03.833247] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:03.833289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:03.833378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:03.919315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:03.920459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:03.920590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:03.920636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:04.073003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:04.073199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:04.073260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:04.073305] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:04.078916] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-30T20:18:04.079458] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-30T20:18:04.079769] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:04.277982] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSJQ.txt
[2025-12-30T20:18:04.278201] [INFO ] [sig       ] [517/3539] Completed BSJQ in 0.5s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:04.278270] [INFO ] [sig       ] [518/3539] Forecasting BSJS...
[2025-12-30T20:18:04.278318] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-30T20:18:04.278371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-30T20:18:04.294333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-30T20:18:04.294863] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-30T20:18:04.296032] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-30T20:18:04.296102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:04.296154] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:04.296200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:04.296293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:04.370758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:04.371737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:04.371834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:04.371869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:04.501099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:04.501263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:04.501305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:04.501335] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:04.504827] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-30T20:18:04.505114] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-30T20:18:04.505277] [INFO ] [sig       ] BSJS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:04.654466] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSJS.txt
[2025-12-30T20:18:04.654652] [INFO ] [sig       ] [518/3539] Completed BSJS in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:04.654697] [INFO ] [sig       ] [519/3539] Forecasting BSL...
[2025-12-30T20:18:04.654727] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-30T20:18:04.654760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-30T20:18:04.667032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-30T20:18:04.667391] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-30T20:18:04.668222] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-30T20:18:04.668279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:04.668312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:04.668340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:04.668398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:04.730749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:04.732042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:04.732131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:04.732165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:04.857209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:04.857370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:04.857412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:04.857458] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:04.861029] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-30T20:18:04.861385] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-30T20:18:04.861529] [INFO ] [sig       ] BSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:05.017780] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSL.txt
[2025-12-30T20:18:05.017966] [INFO ] [sig       ] [519/3539] Completed BSL in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:05.018012] [INFO ] [sig       ] [520/3539] Forecasting BSLK...
[2025-12-30T20:18:05.018042] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-30T20:18:05.018075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-30T20:18:05.032712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-30T20:18:05.033321] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-30T20:18:05.034324] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-30T20:18:05.034389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:05.034461] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:05.034500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:05.034613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:05.103160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:05.104047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:05.104136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:05.104171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:05.219134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:05.219292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:05.219334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:05.219363] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:05.222998] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-30T20:18:05.223279] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-30T20:18:05.223408] [INFO ] [sig       ] BSLK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:05.365666] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSLK.txt
[2025-12-30T20:18:05.365822] [INFO ] [sig       ] [520/3539] Completed BSLK in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:05.365864] [INFO ] [sig       ] [521/3539] Forecasting BSM...
[2025-12-30T20:18:05.365893] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-30T20:18:05.365924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-30T20:18:05.377444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-30T20:18:05.377812] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-30T20:18:05.378636] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-30T20:18:05.378691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:05.378748] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:05.378779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:05.378840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:05.439198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:05.440193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:05.440284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:05.440335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:05.564174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:05.564367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:05.564422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:05.564454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:05.568069] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-30T20:18:05.568357] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-30T20:18:05.568485] [INFO ] [sig       ] BSM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:05.712149] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSM.txt
[2025-12-30T20:18:05.712311] [INFO ] [sig       ] [521/3539] Completed BSM in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:05.712353] [INFO ] [sig       ] [522/3539] Forecasting BSMQ...
[2025-12-30T20:18:05.712382] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-30T20:18:05.712414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-30T20:18:05.723965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-30T20:18:05.724343] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-30T20:18:05.725206] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-30T20:18:05.725261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:05.725296] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:05.725323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:05.725382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:05.784120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:05.785026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:05.785115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:05.785148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:05.904891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:05.905044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:05.905086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:05.905115] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:05.908492] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-30T20:18:05.908794] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-30T20:18:05.908919] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:06.050209] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSMQ.txt
[2025-12-30T20:18:06.050336] [INFO ] [sig       ] [522/3539] Completed BSMQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:06.050376] [INFO ] [sig       ] [523/3539] Forecasting BSMS...
[2025-12-30T20:18:06.050405] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-30T20:18:06.050436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-30T20:18:06.061742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-30T20:18:06.062034] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-30T20:18:06.062833] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-30T20:18:06.062888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:06.062922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:06.062950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:06.063021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:06.123540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:06.124372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:06.124462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:06.124496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:06.239885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:06.240039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:06.240078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:06.240141] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:06.243503] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-30T20:18:06.243786] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-30T20:18:06.243909] [INFO ] [sig       ] BSMS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:06.444166] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSMS.txt
[2025-12-30T20:18:06.444317] [INFO ] [sig       ] [523/3539] Completed BSMS in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:06.444358] [INFO ] [sig       ] [524/3539] Forecasting BSSX...
[2025-12-30T20:18:06.444388] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-30T20:18:06.444419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-30T20:18:06.456191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-30T20:18:06.456506] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-30T20:18:06.457271] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-30T20:18:06.457324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:06.457356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:06.457383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:06.457441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:06.517004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:06.517896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:06.517984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:06.518017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:06.618703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:06.618876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:06.618917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:06.618946] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:06.622279] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-30T20:18:06.622547] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-30T20:18:06.622689] [INFO ] [sig       ] BSSX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:06.763965] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSSX.txt
[2025-12-30T20:18:06.764113] [INFO ] [sig       ] [524/3539] Completed BSSX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:06.764153] [INFO ] [sig       ] [525/3539] Forecasting BSTZ...
[2025-12-30T20:18:06.764182] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-30T20:18:06.764213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-30T20:18:06.775612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-30T20:18:06.775922] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-30T20:18:06.776712] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-30T20:18:06.776763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:06.776794] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:06.776821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:06.776880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:06.832807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:06.833607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:06.833695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:06.833727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:06.951715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:06.951865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:06.951904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:06.951933] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:06.955250] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-30T20:18:06.955517] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-30T20:18:06.955658] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:07.097005] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSTZ.txt
[2025-12-30T20:18:07.097136] [INFO ] [sig       ] [525/3539] Completed BSTZ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:07.097177] [INFO ] [sig       ] [526/3539] Forecasting BSVN...
[2025-12-30T20:18:07.097206] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-30T20:18:07.097237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-30T20:18:07.108114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-30T20:18:07.108388] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-30T20:18:07.109181] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-30T20:18:07.109235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:07.109266] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:07.109292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:07.109348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:07.166059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:07.166718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:07.166797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:07.166830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:07.277314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:07.277467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:07.277509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:07.277539] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:07.280937] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-30T20:18:07.281209] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-30T20:18:07.281332] [INFO ] [sig       ] BSVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:07.421598] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSVN.txt
[2025-12-30T20:18:07.421763] [INFO ] [sig       ] [526/3539] Completed BSVN in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-30T20:18:07.421805] [INFO ] [sig       ] [527/3539] Forecasting BSVO...
[2025-12-30T20:18:07.421834] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-30T20:18:07.421871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-30T20:18:07.433218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-30T20:18:07.433536] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-30T20:18:07.434300] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-30T20:18:07.434352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:07.434384] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:07.434410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:07.434468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:07.492288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:07.493197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:07.493284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:07.493319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:07.615812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:07.615971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:07.616014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:07.616042] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:07.619434] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-12-30T20:18:07.619769] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-30T20:18:07.619908] [INFO ] [sig       ] BSVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:07.770843] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSVO.txt
[2025-12-30T20:18:07.771003] [INFO ] [sig       ] [527/3539] Completed BSVO in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-30T20:18:07.771048] [INFO ] [sig       ] [528/3539] Forecasting BSX...
[2025-12-30T20:18:07.771080] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-30T20:18:07.771111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-30T20:18:07.782717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-30T20:18:07.783059] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-30T20:18:07.783855] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-30T20:18:07.783909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:07.783943] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:07.783971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:07.784030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:07.845799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:07.846757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:07.847044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:07.847079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:07.963472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:07.963605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:07.963646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:07.963676] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:07.967175] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-30T20:18:07.967440] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-30T20:18:07.967565] [INFO ] [sig       ] BSX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:08.111146] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BSX.txt
[2025-12-30T20:18:08.111296] [INFO ] [sig       ] [528/3539] Completed BSX in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-30T20:18:08.111336] [INFO ] [sig       ] [529/3539] Forecasting BSY...
[2025-12-30T20:18:08.111365] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-30T20:18:08.111394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-30T20:18:08.123826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-30T20:18:08.124114] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-30T20:18:08.124908] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-30T20:18:08.124963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:08.124996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:08.125024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:08.125084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:08.187245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:08.188346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:08.188434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:08.188467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:08.307619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:08.307780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:08.307820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:08.307849] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:08.311221] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-30T20:18:08.311491] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-30T20:18:08.311634] [INFO ] [sig       ] BSY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:08.452386] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BSY.txt
[2025-12-30T20:18:08.452533] [INFO ] [sig       ] [529/3539] Completed BSY in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:08.452590] [INFO ] [sig       ] [530/3539] Forecasting BTA...
[2025-12-30T20:18:08.452623] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-30T20:18:08.452654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-30T20:18:08.464258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-30T20:18:08.464556] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-30T20:18:08.465352] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-30T20:18:08.465404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:08.465435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:08.465463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:08.465520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:08.522245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:08.522962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:08.523078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:08.523111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:08.633122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:08.633278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:08.633323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:08.633356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:08.636717] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-30T20:18:08.637008] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-30T20:18:08.637130] [INFO ] [sig       ] BTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:08.779430] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BTA.txt
[2025-12-30T20:18:08.779567] [INFO ] [sig       ] [530/3539] Completed BTA in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:08.779625] [INFO ] [sig       ] [531/3539] Forecasting BTAI...
[2025-12-30T20:18:08.779657] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-30T20:18:08.779687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-30T20:18:08.791072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-30T20:18:08.791371] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-30T20:18:08.792150] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-30T20:18:08.792203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:08.792234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:08.792261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:08.792319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:08.850634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:08.851781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:08.851890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:08.851938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:08.988183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:08.988343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:08.988387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:08.988418] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:08.991957] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-30T20:18:08.992246] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-30T20:18:08.992374] [INFO ] [sig       ] BTAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:09.136234] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTAI.txt
[2025-12-30T20:18:09.136390] [INFO ] [sig       ] [531/3539] Completed BTAI in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:09.136431] [INFO ] [sig       ] [532/3539] Forecasting BTCS...
[2025-12-30T20:18:09.136460] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-30T20:18:09.136491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-30T20:18:09.148921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-30T20:18:09.149194] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-30T20:18:09.150188] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-30T20:18:09.150243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:09.150277] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:09.150305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:09.150364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:09.210179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:09.211030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:09.211117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:09.211152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:09.327861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:09.328040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:09.328082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:09.328112] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:09.331781] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-30T20:18:09.332066] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-30T20:18:09.332192] [INFO ] [sig       ] BTCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:09.471665] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTCS.txt
[2025-12-30T20:18:09.471816] [INFO ] [sig       ] [532/3539] Completed BTCS in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:09.471856] [INFO ] [sig       ] [533/3539] Forecasting BTE...
[2025-12-30T20:18:09.471885] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-30T20:18:09.471914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-30T20:18:09.484472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-30T20:18:09.484816] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-30T20:18:09.485591] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-30T20:18:09.485644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:09.485676] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:09.485703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:09.485760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:09.553423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:09.554130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:09.554213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:09.554247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:09.676406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:09.676561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:09.676619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:09.676649] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:09.679972] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-30T20:18:09.680243] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-30T20:18:09.680363] [INFO ] [sig       ] BTE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:09.819005] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTE.txt
[2025-12-30T20:18:09.819143] [INFO ] [sig       ] [533/3539] Completed BTE in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:09.819184] [INFO ] [sig       ] [534/3539] Forecasting BTF...
[2025-12-30T20:18:09.819213] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-30T20:18:09.819243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-30T20:18:09.830858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-30T20:18:09.831107] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-30T20:18:09.831871] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-30T20:18:09.831923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:09.831955] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:09.831982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:09.832039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:09.889612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:09.890476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:09.890592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:09.890637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:10.010429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:10.010552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:10.010604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:10.010634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:10.014147] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-30T20:18:10.014412] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-30T20:18:10.014530] [INFO ] [sig       ] BTF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:10.154048] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BTF.txt
[2025-12-30T20:18:10.154153] [INFO ] [sig       ] [534/3539] Completed BTF in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:10.154191] [INFO ] [sig       ] [535/3539] Forecasting BTI...
[2025-12-30T20:18:10.154220] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-30T20:18:10.154249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-30T20:18:10.169494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-30T20:18:10.170052] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-30T20:18:10.171128] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-30T20:18:10.171194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:10.171235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:10.171269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:10.171349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:10.241219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:10.242227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:10.242328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:10.242363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:10.363107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:10.363282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:10.363324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:10.363352] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:10.366799] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-30T20:18:10.367091] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-30T20:18:10.367223] [INFO ] [sig       ] BTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:10.509892] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BTI.txt
[2025-12-30T20:18:10.510052] [INFO ] [sig       ] [535/3539] Completed BTI in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:10.510092] [INFO ] [sig       ] [536/3539] Forecasting BTM...
[2025-12-30T20:18:10.510120] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-30T20:18:10.510150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-30T20:18:10.522210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-30T20:18:10.522519] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-30T20:18:10.523295] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-30T20:18:10.523348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:10.523391] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:10.523419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:10.523477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:10.579929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:10.580545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:10.580643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:10.580675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:10.694307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:10.694462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:10.694503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:10.694532] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:10.697859] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-30T20:18:10.698123] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-30T20:18:10.698246] [INFO ] [sig       ] BTM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:10.836776] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BTM.txt
[2025-12-30T20:18:10.836877] [INFO ] [sig       ] [536/3539] Completed BTM in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:10.836915] [INFO ] [sig       ] [537/3539] Forecasting BTMD...
[2025-12-30T20:18:10.836943] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-30T20:18:10.836973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-30T20:18:10.848123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-30T20:18:10.848376] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-30T20:18:10.849157] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-30T20:18:10.849209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:10.849264] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:10.849291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:10.849348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:10.906241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:10.906847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:10.906924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:10.906955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:11.030302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:11.030443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:11.030481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:11.030510] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:11.033858] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=43.92%)
[2025-12-30T20:18:11.034141] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-30T20:18:11.034261] [INFO ] [sig       ] BTMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:11.172585] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTMD.txt
[2025-12-30T20:18:11.172701] [INFO ] [sig       ] [537/3539] Completed BTMD in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:11.172741] [INFO ] [sig       ] [538/3539] Forecasting BTSG...
[2025-12-30T20:18:11.172770] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-30T20:18:11.172801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-30T20:18:11.185132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-30T20:18:11.185512] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-30T20:18:11.186385] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-30T20:18:11.186457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:11.186496] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:11.186523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:11.186607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:11.244861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:11.245666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:11.245773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:11.245807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:11.362791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:11.362960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:11.363003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:11.363032] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:11.366627] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-30T20:18:11.366911] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-30T20:18:11.367036] [INFO ] [sig       ] BTSG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:11.507918] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTSG.txt
[2025-12-30T20:18:11.508065] [INFO ] [sig       ] [538/3539] Completed BTSG in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:11.508106] [INFO ] [sig       ] [539/3539] Forecasting BTZ...
[2025-12-30T20:18:11.508137] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-30T20:18:11.508168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-30T20:18:11.519781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-30T20:18:11.520060] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-30T20:18:11.521019] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-30T20:18:11.521081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:11.521125] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:11.521159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:11.521240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:11.590310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:11.591193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:11.591282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:11.591315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:11.706733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:11.706897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:11.706939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:11.706969] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:11.710887] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-30T20:18:11.711172] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-30T20:18:11.711299] [INFO ] [sig       ] BTZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:11.859340] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BTZ.txt
[2025-12-30T20:18:11.859504] [INFO ] [sig       ] [539/3539] Completed BTZ in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:11.859554] [INFO ] [sig       ] [540/3539] Forecasting BUD...
[2025-12-30T20:18:11.859606] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-30T20:18:11.859641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-30T20:18:11.872361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-30T20:18:11.872728] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-30T20:18:11.873532] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-30T20:18:11.873604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:11.873641] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:11.873670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:11.873728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:11.934053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:11.934945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:11.935034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:11.935067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:12.062122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:12.062288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:12.062330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:12.062395] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:12.065779] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-30T20:18:12.066055] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-30T20:18:12.066180] [INFO ] [sig       ] BUD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:12.208062] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BUD.txt
[2025-12-30T20:18:12.208223] [INFO ] [sig       ] [540/3539] Completed BUD in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:12.208265] [INFO ] [sig       ] [541/3539] Forecasting BUFC...
[2025-12-30T20:18:12.208296] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-30T20:18:12.208327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-30T20:18:12.221628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-30T20:18:12.222078] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-30T20:18:12.223285] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-30T20:18:12.223352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:12.223394] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:12.223430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:12.223515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:12.306991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:12.307998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:12.308094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:12.308129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:12.405779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:12.405930] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:18:12.405970] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:12.405997] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:12.409343] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-30T20:18:12.409634] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-30T20:18:12.409760] [INFO ] [sig       ] BUFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:12.558095] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BUFC.txt
[2025-12-30T20:18:12.558262] [INFO ] [sig       ] [541/3539] Completed BUFC in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:12.558302] [INFO ] [sig       ] [542/3539] Forecasting BUG...
[2025-12-30T20:18:12.558332] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-30T20:18:12.558363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-30T20:18:12.570416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-30T20:18:12.570782] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-30T20:18:12.571764] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-30T20:18:12.571820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:12.571851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:12.571877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:12.571935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:12.630516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:12.631396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:12.631488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:12.631521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:12.750960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:12.751121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:12.751161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:12.751190] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:12.754514] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-30T20:18:12.754822] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-30T20:18:12.754954] [INFO ] [sig       ] BUG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:12.897296] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BUG.txt
[2025-12-30T20:18:12.897453] [INFO ] [sig       ] [542/3539] Completed BUG in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:12.897493] [INFO ] [sig       ] [543/3539] Forecasting BUI...
[2025-12-30T20:18:12.897521] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-30T20:18:12.897551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-30T20:18:12.910119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-30T20:18:12.910432] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-30T20:18:12.911231] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-30T20:18:12.911283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:12.911314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:12.911340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:12.911396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:12.969908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:12.970833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:12.970920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:12.970952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:13.088635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:13.088818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:13.088861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:13.088905] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:13.092220] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-30T20:18:13.092489] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-30T20:18:13.092626] [INFO ] [sig       ] BUI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:13.232269] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BUI.txt
[2025-12-30T20:18:13.232415] [INFO ] [sig       ] [543/3539] Completed BUI in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-30T20:18:13.232455] [INFO ] [sig       ] [544/3539] Forecasting BURL...
[2025-12-30T20:18:13.232484] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-30T20:18:13.232514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-30T20:18:13.243745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-30T20:18:13.244084] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-30T20:18:13.244869] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-30T20:18:13.244921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:13.244953] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:13.244980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:13.245037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:13.301924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:13.302811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:13.302903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:13.302936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:13.428183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:13.428349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:13.428393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:13.428423] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:13.432104] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-12-30T20:18:13.432410] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-30T20:18:13.432544] [INFO ] [sig       ] BURL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:13.587974] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BURL.txt
[2025-12-30T20:18:13.588131] [INFO ] [sig       ] [544/3539] Completed BURL in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-30T20:18:13.588173] [INFO ] [sig       ] [545/3539] Forecasting BUSE...
[2025-12-30T20:18:13.588203] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-30T20:18:13.588233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-30T20:18:13.603339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-30T20:18:13.603876] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-30T20:18:13.605122] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-30T20:18:13.605203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:13.605257] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:13.605305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:13.605403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:13.668126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:13.669021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:13.669107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:13.669155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:13.792121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:13.792277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:13.792317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:13.792345] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:13.795818] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-30T20:18:13.796098] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-30T20:18:13.796223] [INFO ] [sig       ] BUSE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:13.937455] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BUSE.txt
[2025-12-30T20:18:13.937638] [INFO ] [sig       ] [545/3539] Completed BUSE in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:13.937682] [INFO ] [sig       ] [546/3539] Forecasting BUXX...
[2025-12-30T20:18:13.937711] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-30T20:18:13.937741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-30T20:18:13.950341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-30T20:18:13.950780] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-30T20:18:13.951738] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-30T20:18:13.951804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:13.951845] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:13.951880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:13.951959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:14.015568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:14.016459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:14.016547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:14.016602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:14.137036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:14.137193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:14.137233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:14.137261] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:14.140926] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-12-30T20:18:14.141226] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-30T20:18:14.141356] [INFO ] [sig       ] BUXX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:14.295856] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BUXX.txt
[2025-12-30T20:18:14.296016] [INFO ] [sig       ] [546/3539] Completed BUXX in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:14.296056] [INFO ] [sig       ] [547/3539] Forecasting BVFL...
[2025-12-30T20:18:14.296086] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-30T20:18:14.296116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-30T20:18:14.308523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-30T20:18:14.308909] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-30T20:18:14.309742] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-30T20:18:14.309794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:14.309825] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:14.309877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:14.309939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:14.366425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:14.367273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:14.367390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:14.367423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:14.481485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:14.481659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:14.481701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:14.481730] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:14.485029] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-30T20:18:14.485491] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-30T20:18:14.485631] [INFO ] [sig       ] BVFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:14.626388] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BVFL.txt
[2025-12-30T20:18:14.626544] [INFO ] [sig       ] [547/3539] Completed BVFL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:14.626604] [INFO ] [sig       ] [548/3539] Forecasting BVN...
[2025-12-30T20:18:14.626637] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-30T20:18:14.626668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-30T20:18:14.637976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-30T20:18:14.638282] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-30T20:18:14.639074] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-30T20:18:14.639126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:14.639157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:14.639184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:14.639241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:14.696237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:14.697083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:14.697166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:14.697198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:14.813679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:14.813845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:14.813886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:14.813914] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:14.817250] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-12-30T20:18:14.817517] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-30T20:18:14.817655] [INFO ] [sig       ] BVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:14.958166] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BVN.txt
[2025-12-30T20:18:14.958324] [INFO ] [sig       ] [548/3539] Completed BVN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:14.958365] [INFO ] [sig       ] [549/3539] Forecasting BVS...
[2025-12-30T20:18:14.958394] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-30T20:18:14.958424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-30T20:18:14.970722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-30T20:18:14.971164] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-30T20:18:14.972054] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-30T20:18:14.972109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:14.972142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:14.972169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:14.972227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:15.036047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:15.036960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:15.037050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:15.037084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:15.162396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:15.162560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:15.162622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:15.162654] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:15.166183] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-30T20:18:15.166481] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-30T20:18:15.166635] [INFO ] [sig       ] BVS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:15.315648] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BVS.txt
[2025-12-30T20:18:15.315790] [INFO ] [sig       ] [549/3539] Completed BVS in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:15.315829] [INFO ] [sig       ] [550/3539] Forecasting BWA...
[2025-12-30T20:18:15.315859] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-30T20:18:15.315890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-30T20:18:15.327015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-30T20:18:15.327323] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-30T20:18:15.328109] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-30T20:18:15.328161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:15.328193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:15.328220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:15.328278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:15.386069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:15.386913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:15.386996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:15.387028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:15.508456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:15.508630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:15.508675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:15.508708] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:15.512082] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-30T20:18:15.512368] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-30T20:18:15.512492] [INFO ] [sig       ] BWA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:15.653370] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BWA.txt
[2025-12-30T20:18:15.653558] [INFO ] [sig       ] [550/3539] Completed BWA in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:15.653620] [INFO ] [sig       ] [551/3539] Forecasting BWAY...
[2025-12-30T20:18:15.653652] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-30T20:18:15.653688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-30T20:18:15.665926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-30T20:18:15.666311] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-30T20:18:15.667100] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-30T20:18:15.667152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:15.667184] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:15.667211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:15.667268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:15.724370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:15.725256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:15.725355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:15.725387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:15.850421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:15.850592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:15.850635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:15.850665] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:15.854052] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-30T20:18:15.854344] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-30T20:18:15.854496] [INFO ] [sig       ] BWAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:15.995651] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BWAY.txt
[2025-12-30T20:18:15.995797] [INFO ] [sig       ] [551/3539] Completed BWAY in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:15.995844] [INFO ] [sig       ] [552/3539] Forecasting BWB...
[2025-12-30T20:18:15.995908] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-30T20:18:15.995955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-30T20:18:16.008030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-30T20:18:16.008384] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-30T20:18:16.009223] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-30T20:18:16.009277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:16.009309] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:16.009336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:16.009394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:16.067992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:16.068881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:16.068967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:16.069002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:16.193079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:16.193233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:16.193279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:16.193309] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:16.196781] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-30T20:18:16.197057] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-30T20:18:16.197196] [INFO ] [sig       ] BWB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:16.341917] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BWB.txt
[2025-12-30T20:18:16.342071] [INFO ] [sig       ] [552/3539] Completed BWB in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:16.342113] [INFO ] [sig       ] [553/3539] Forecasting BWEN...
[2025-12-30T20:18:16.342141] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-30T20:18:16.342172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-30T20:18:16.353836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-30T20:18:16.354154] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-30T20:18:16.354965] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-30T20:18:16.355018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:16.355052] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:16.355079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:16.355138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:16.413374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:16.414080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:16.414164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:16.414198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:16.534358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:16.534515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:16.534559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:16.534609] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:16.538075] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-30T20:18:16.538349] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-30T20:18:16.538476] [INFO ] [sig       ] BWEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:16.704346] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BWEN.txt
[2025-12-30T20:18:16.704525] [INFO ] [sig       ] [553/3539] Completed BWEN in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:16.704567] [INFO ] [sig       ] [554/3539] Forecasting BWFG...
[2025-12-30T20:18:16.704620] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-30T20:18:16.704651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-30T20:18:16.715795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-30T20:18:16.716158] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-30T20:18:16.716944] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-30T20:18:16.716997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:16.717075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:16.717104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:16.717162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:16.776224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:16.777096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:16.777184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:16.777218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:16.893440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:16.893618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:16.893661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:16.893689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:16.897058] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-30T20:18:16.897342] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-30T20:18:16.897472] [INFO ] [sig       ] BWFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:17.038406] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BWFG.txt
[2025-12-30T20:18:17.038561] [INFO ] [sig       ] [554/3539] Completed BWFG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:17.038623] [INFO ] [sig       ] [555/3539] Forecasting BWG...
[2025-12-30T20:18:17.038654] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-30T20:18:17.038685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-30T20:18:17.049899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-30T20:18:17.050267] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-30T20:18:17.051074] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-30T20:18:17.051127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:17.051158] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:17.051184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:17.051242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:17.111832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:17.112751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:17.112845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:17.112879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:17.233534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:17.233709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:17.233754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:17.233784] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:17.237279] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-30T20:18:17.237599] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-30T20:18:17.237731] [INFO ] [sig       ] BWG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:17.380191] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BWG.txt
[2025-12-30T20:18:17.380331] [INFO ] [sig       ] [555/3539] Completed BWG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:17.380371] [INFO ] [sig       ] [556/3539] Forecasting BWIN...
[2025-12-30T20:18:17.380400] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-30T20:18:17.380430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-30T20:18:17.392684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-30T20:18:17.393073] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-30T20:18:17.393908] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-30T20:18:17.393963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:17.393995] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:17.394021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:17.394078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:17.451779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:17.452687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:17.452772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:17.452804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:17.569251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:17.569446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:17.569490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:17.569519] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:17.572967] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-30T20:18:17.573233] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-30T20:18:17.573361] [INFO ] [sig       ] BWIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:17.719204] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BWIN.txt
[2025-12-30T20:18:17.719351] [INFO ] [sig       ] [556/3539] Completed BWIN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:17.719391] [INFO ] [sig       ] [557/3539] Forecasting BWMN...
[2025-12-30T20:18:17.719420] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-30T20:18:17.719452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-30T20:18:17.730868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-30T20:18:17.731206] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-30T20:18:17.732073] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-30T20:18:17.732131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:17.732163] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:17.732192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:17.732251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:17.789941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:17.790810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:17.790918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:17.790970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:17.914324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:17.914479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:17.914520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:17.914612] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:17.918067] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-30T20:18:17.918347] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-30T20:18:17.918474] [INFO ] [sig       ] BWMN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:18.066648] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BWMN.txt
[2025-12-30T20:18:18.066807] [INFO ] [sig       ] [557/3539] Completed BWMN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:18.066849] [INFO ] [sig       ] [558/3539] Forecasting BXC...
[2025-12-30T20:18:18.066880] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-30T20:18:18.066911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-30T20:18:18.081505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-30T20:18:18.081877] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-30T20:18:18.082713] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-30T20:18:18.082773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:18.082813] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:18.082843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:18.082910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:18.144461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:18.145518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:18.145639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:18.145687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:18.268329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:18.268511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:18.268555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:18.268604] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:18.272222] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-30T20:18:18.272496] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-30T20:18:18.272639] [INFO ] [sig       ] BXC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:18.428333] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BXC.txt
[2025-12-30T20:18:18.428472] [INFO ] [sig       ] [558/3539] Completed BXC in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:18.428510] [INFO ] [sig       ] [559/3539] Forecasting BXMX...
[2025-12-30T20:18:18.428540] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-30T20:18:18.428586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-30T20:18:18.439829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-30T20:18:18.440185] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-30T20:18:18.441138] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-30T20:18:18.441194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:18.441227] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:18.441259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:18.441329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:18.499711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:18.500420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:18.500501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:18.500535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:18.619642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:18.619782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:18.619821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:18.619849] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:18.623111] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-30T20:18:18.623382] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-30T20:18:18.623501] [INFO ] [sig       ] BXMX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:18.764051] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BXMX.txt
[2025-12-30T20:18:18.764171] [INFO ] [sig       ] [559/3539] Completed BXMX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:18.764210] [INFO ] [sig       ] [560/3539] Forecasting BXP...
[2025-12-30T20:18:18.764239] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-30T20:18:18.764271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-30T20:18:18.775125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-30T20:18:18.775395] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-30T20:18:18.776160] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-30T20:18:18.776222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:18.776253] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:18.776280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:18.776337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:18.833283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:18.833933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:18.834015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:18.834047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:18.953270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:18.953418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:18.953458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:18.953486] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:18.956802] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-30T20:18:18.957069] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-30T20:18:18.957187] [INFO ] [sig       ] BXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:19.105421] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BXP.txt
[2025-12-30T20:18:19.105593] [INFO ] [sig       ] [560/3539] Completed BXP in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-30T20:18:19.105639] [INFO ] [sig       ] [561/3539] Forecasting BXSL...
[2025-12-30T20:18:19.105671] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-30T20:18:19.105705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-30T20:18:19.117959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-30T20:18:19.118353] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-30T20:18:19.119248] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-30T20:18:19.119305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:19.119348] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:19.119381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:19.119442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:19.184003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:19.184936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:19.185026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:19.185060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:19.303731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:19.303889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:19.303933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:19.303964] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:19.307427] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-30T20:18:19.307728] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-30T20:18:19.307858] [INFO ] [sig       ] BXSL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:19.450206] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BXSL.txt
[2025-12-30T20:18:19.450321] [INFO ] [sig       ] [561/3539] Completed BXSL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-30T20:18:19.450359] [INFO ] [sig       ] [562/3539] Forecasting BYD...
[2025-12-30T20:18:19.450388] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-30T20:18:19.450419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-30T20:18:19.461482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-30T20:18:19.461750] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-30T20:18:19.462495] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-30T20:18:19.462546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:19.462595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:19.462624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:19.462683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:19.521297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:19.521920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:19.522005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:19.522039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:19.642609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:19.642749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:19.642789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:19.642817] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:19.646047] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-30T20:18:19.646310] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-30T20:18:19.646430] [INFO ] [sig       ] BYD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:19.788584] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BYD.txt
[2025-12-30T20:18:19.788712] [INFO ] [sig       ] [562/3539] Completed BYD in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:19.788775] [INFO ] [sig       ] [563/3539] Forecasting BYM...
[2025-12-30T20:18:19.788810] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-30T20:18:19.788842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-30T20:18:19.800508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-30T20:18:19.800821] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-30T20:18:19.801615] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-30T20:18:19.801668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:19.801701] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:19.801728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:19.801789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:19.861305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:19.861973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:19.862056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:19.862090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:19.981647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:19.981804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:19.981844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:19.981872] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:19.985230] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-30T20:18:19.985514] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-30T20:18:19.985657] [INFO ] [sig       ] BYM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:20.126733] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BYM.txt
[2025-12-30T20:18:20.126878] [INFO ] [sig       ] [563/3539] Completed BYM in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:20.126924] [INFO ] [sig       ] [564/3539] Forecasting BYRN...
[2025-12-30T20:18:20.126955] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-30T20:18:20.126985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-30T20:18:20.139670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-30T20:18:20.139948] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-30T20:18:20.140747] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-30T20:18:20.140801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:20.140834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:20.140863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:20.140924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:20.202509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:20.203546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:20.203737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:20.203782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:20.339752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:20.339912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:20.339957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:20.339995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:20.343570] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-30T20:18:20.343868] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-30T20:18:20.343990] [INFO ] [sig       ] BYRN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:20.494420] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BYRN.txt
[2025-12-30T20:18:20.494602] [INFO ] [sig       ] [564/3539] Completed BYRN in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:20.494644] [INFO ] [sig       ] [565/3539] Forecasting BYSI...
[2025-12-30T20:18:20.494674] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-30T20:18:20.494704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-30T20:18:20.506998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-30T20:18:20.507357] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-30T20:18:20.508225] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-30T20:18:20.508278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:20.508310] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:20.508337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:20.508395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:20.570679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:20.571545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:20.571648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:20.571681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:20.681537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:20.681713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:20.681753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:20.681781] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:20.685440] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-30T20:18:20.685739] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-30T20:18:20.685880] [INFO ] [sig       ] BYSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:20.852381] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BYSI.txt
[2025-12-30T20:18:20.852543] [INFO ] [sig       ] [565/3539] Completed BYSI in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:20.852605] [INFO ] [sig       ] [566/3539] Forecasting BZ...
[2025-12-30T20:18:20.852639] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-30T20:18:20.852672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-30T20:18:20.865419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-30T20:18:20.865832] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-30T20:18:20.866650] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-30T20:18:20.866704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:20.866737] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:20.866766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:20.866826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:20.926831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:20.927742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:20.927836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:20.927871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:21.049497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:21.049677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:21.049717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:21.049747] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:21.053096] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-30T20:18:21.053380] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-30T20:18:21.053506] [INFO ] [sig       ] BZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:21.197136] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BZ.txt
[2025-12-30T20:18:21.197301] [INFO ] [sig       ] [566/3539] Completed BZ in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:21.197341] [INFO ] [sig       ] [567/3539] Forecasting BZH...
[2025-12-30T20:18:21.197374] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-30T20:18:21.197407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-30T20:18:21.208926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-30T20:18:21.209293] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-30T20:18:21.210101] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-30T20:18:21.210158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:21.210193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:21.210222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:21.210283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:21.278939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:21.280110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:21.280198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:21.280230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:21.396645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:21.396770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:21.396810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:21.396855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:21.400229] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-30T20:18:21.400517] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-30T20:18:21.400666] [INFO ] [sig       ] BZH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:21.544463] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/BZH.txt
[2025-12-30T20:18:21.544639] [INFO ] [sig       ] [567/3539] Completed BZH in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:21.544683] [INFO ] [sig       ] [568/3539] Forecasting BZUN...
[2025-12-30T20:18:21.544713] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-30T20:18:21.544743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-30T20:18:21.557377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-30T20:18:21.557767] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-30T20:18:21.558663] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-30T20:18:21.558752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:21.558789] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:21.558817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:21.558876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:21.621092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:21.621935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:21.622023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:21.622057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:21.741796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:21.741955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:21.741998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:21.742031] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:21.745474] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-30T20:18:21.745776] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-30T20:18:21.745903] [INFO ] [sig       ] BZUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:21.892594] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/BZUN.txt
[2025-12-30T20:18:21.892766] [INFO ] [sig       ] [568/3539] Completed BZUN in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:21.892806] [INFO ] [sig       ] [569/3539] Forecasting C...
[2025-12-30T20:18:21.892835] [INFO ] [sig       ] Generating forecast for: C
[2025-12-30T20:18:21.892867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-30T20:18:21.905624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-30T20:18:21.905940] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-30T20:18:21.906798] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-30T20:18:21.906852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:21.906884] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:21.906911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:21.906969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:21.963562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:21.964230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:21.964314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:21.964372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:22.087537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:22.087714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:22.087756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:22.087784] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:22.091299] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-30T20:18:22.091624] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-30T20:18:22.091756] [INFO ] [sig       ] C: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:22.232337] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/C.txt
[2025-12-30T20:18:22.232495] [INFO ] [sig       ] [569/3539] Completed C in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:22.232535] [INFO ] [sig       ] [570/3539] Forecasting CAAP...
[2025-12-30T20:18:22.232564] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-30T20:18:22.232614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-30T20:18:22.244299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-30T20:18:22.244698] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-30T20:18:22.245516] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-30T20:18:22.245568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:22.245632] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:22.245660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:22.245717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:22.304793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:22.305653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:22.305738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:22.305771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:22.424881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:22.425043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:22.425086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:22.425116] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:22.428500] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2025-12-30T20:18:22.428854] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-30T20:18:22.428994] [INFO ] [sig       ] CAAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:22.567674] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CAAP.txt
[2025-12-30T20:18:22.567813] [INFO ] [sig       ] [570/3539] Completed CAAP in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:22.567852] [INFO ] [sig       ] [571/3539] Forecasting CAAS...
[2025-12-30T20:18:22.567880] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-30T20:18:22.567912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-30T20:18:22.579237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-30T20:18:22.579595] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-30T20:18:22.580454] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-30T20:18:22.580510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:22.580611] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:22.580655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:22.580717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:22.640402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:22.641205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:22.641309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:22.641357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:22.753910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:22.754069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:22.754112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:22.754140] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:22.757825] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-30T20:18:22.758147] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-30T20:18:22.758303] [INFO ] [sig       ] CAAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:22.907146] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAAS.txt
[2025-12-30T20:18:22.907319] [INFO ] [sig       ] [571/3539] Completed CAAS in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:22.907371] [INFO ] [sig       ] [572/3539] Forecasting CABA...
[2025-12-30T20:18:22.907414] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-30T20:18:22.907456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-30T20:18:22.919493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-30T20:18:22.919830] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-30T20:18:22.920714] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-30T20:18:22.920769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:22.920813] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:22.920856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:22.920936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:22.981334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:22.982107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:22.982192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:22.982225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:23.105288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:23.105467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:23.105522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:23.105554] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:23.109110] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-30T20:18:23.109418] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-30T20:18:23.109605] [INFO ] [sig       ] CABA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:23.253899] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CABA.txt
[2025-12-30T20:18:23.254054] [INFO ] [sig       ] [572/3539] Completed CABA in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:23.254095] [INFO ] [sig       ] [573/3539] Forecasting CABO...
[2025-12-30T20:18:23.254126] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-30T20:18:23.254159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-30T20:18:23.265805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-30T20:18:23.266179] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-30T20:18:23.266988] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-30T20:18:23.267042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:23.267075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:23.267102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:23.267160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:23.325872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:23.326746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:23.326829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:23.326862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:23.448170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:23.448347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:23.448388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:23.448417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:23.451902] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-12-30T20:18:23.452183] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-30T20:18:23.452308] [INFO ] [sig       ] CABO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:23.601944] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CABO.txt
[2025-12-30T20:18:23.602095] [INFO ] [sig       ] [573/3539] Completed CABO in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:23.602136] [INFO ] [sig       ] [574/3539] Forecasting CAC...
[2025-12-30T20:18:23.602164] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-30T20:18:23.602197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-30T20:18:23.613232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-30T20:18:23.613517] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-30T20:18:23.614294] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-30T20:18:23.614347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:23.614378] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:23.614405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:23.614462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:23.672171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:23.673063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:23.673163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:23.673196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:23.795888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:23.796051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:23.796095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:23.796158] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:23.799635] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-30T20:18:23.799973] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-30T20:18:23.800114] [INFO ] [sig       ] CAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:23.952708] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAC.txt
[2025-12-30T20:18:23.952863] [INFO ] [sig       ] [574/3539] Completed CAC in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:23.952903] [INFO ] [sig       ] [575/3539] Forecasting CACC...
[2025-12-30T20:18:23.952932] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-30T20:18:23.952969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-30T20:18:23.964769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-30T20:18:23.965078] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-30T20:18:23.965910] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-30T20:18:23.965965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:23.965998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:23.966025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:23.966083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:24.029136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:24.030143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:24.030231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:24.030265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:24.150176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:24.150339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:24.150379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:24.150407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:24.153780] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-30T20:18:24.154069] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-30T20:18:24.154195] [INFO ] [sig       ] CACC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:24.307069] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CACC.txt
[2025-12-30T20:18:24.307225] [INFO ] [sig       ] [575/3539] Completed CACC in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:24.307267] [INFO ] [sig       ] [576/3539] Forecasting CACI...
[2025-12-30T20:18:24.307296] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-30T20:18:24.307327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-30T20:18:24.320052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-30T20:18:24.320386] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-30T20:18:24.321187] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-30T20:18:24.321247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:24.321277] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:24.321304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:24.321362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:24.380866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:24.381766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:24.381856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:24.381887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:24.496833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:24.496991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:24.497031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:24.497066] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:24.500477] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-30T20:18:24.500759] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-30T20:18:24.500883] [INFO ] [sig       ] CACI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:24.647201] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CACI.txt
[2025-12-30T20:18:24.647361] [INFO ] [sig       ] [576/3539] Completed CACI in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:24.647401] [INFO ] [sig       ] [577/3539] Forecasting CADE...
[2025-12-30T20:18:24.647431] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-30T20:18:24.647462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-30T20:18:24.659408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-30T20:18:24.659845] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-30T20:18:24.660663] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-30T20:18:24.660718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:24.660750] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:24.660778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:24.660836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:24.718896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:24.719766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:24.719858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:24.719891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:24.846084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:24.846242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:24.846284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:24.846314] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:24.849868] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-30T20:18:24.850183] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-30T20:18:24.850320] [INFO ] [sig       ] CADE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:25.004454] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CADE.txt
[2025-12-30T20:18:25.004644] [INFO ] [sig       ] [577/3539] Completed CADE in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:25.004688] [INFO ] [sig       ] [578/3539] Forecasting CADL...
[2025-12-30T20:18:25.004721] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-30T20:18:25.004754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-30T20:18:25.023672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-30T20:18:25.024194] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-30T20:18:25.025144] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-30T20:18:25.025205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:25.025241] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:25.025271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:25.025337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:25.091991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:25.093024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:25.093138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:25.093173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:25.213726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:25.213891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:25.213934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:25.213964] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:25.217526] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-30T20:18:25.217857] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-30T20:18:25.217993] [INFO ] [sig       ] CADL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:25.362621] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CADL.txt
[2025-12-30T20:18:25.362777] [INFO ] [sig       ] [578/3539] Completed CADL in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-30T20:18:25.362818] [INFO ] [sig       ] [579/3539] Forecasting CAE...
[2025-12-30T20:18:25.362847] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-30T20:18:25.362878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-30T20:18:25.375002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-30T20:18:25.375385] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-30T20:18:25.376187] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-30T20:18:25.376242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:25.376274] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:25.376301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:25.376363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:25.436936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:25.437995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:25.438083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:25.438117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:25.559505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:25.559693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:25.559737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:25.559768] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:25.563358] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-30T20:18:25.563692] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-30T20:18:25.563827] [INFO ] [sig       ] CAE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:25.736444] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAE.txt
[2025-12-30T20:18:25.736624] [INFO ] [sig       ] [579/3539] Completed CAE in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:25.736669] [INFO ] [sig       ] [580/3539] Forecasting CAF...
[2025-12-30T20:18:25.736699] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-30T20:18:25.736730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-30T20:18:25.747974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-30T20:18:25.748353] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-30T20:18:25.749181] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-30T20:18:25.749235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:25.749267] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:25.749293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:25.749350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:25.805887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:25.806515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:25.806611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:25.806645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:25.917617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:25.917763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:25.917803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:25.917831] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:25.921106] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-30T20:18:25.921373] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-30T20:18:25.921493] [INFO ] [sig       ] CAF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:26.060600] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAF.txt
[2025-12-30T20:18:26.060728] [INFO ] [sig       ] [580/3539] Completed CAF in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:26.060768] [INFO ] [sig       ] [581/3539] Forecasting CAG...
[2025-12-30T20:18:26.060797] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-30T20:18:26.060827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-30T20:18:26.072296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-30T20:18:26.072604] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-30T20:18:26.073352] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-30T20:18:26.073404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:26.073435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:26.073462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:26.073520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:26.130464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:26.131093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:26.131207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:26.131248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:26.247385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:26.247527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:26.247565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:26.247613] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:26.250908] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-30T20:18:26.251176] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-30T20:18:26.251294] [INFO ] [sig       ] CAG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:26.390504] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CAG.txt
[2025-12-30T20:18:26.390671] [INFO ] [sig       ] [581/3539] Completed CAG in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:26.390713] [INFO ] [sig       ] [582/3539] Forecasting CAH...
[2025-12-30T20:18:26.390744] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-30T20:18:26.390775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-30T20:18:26.402800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-30T20:18:26.403186] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-30T20:18:26.403963] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-30T20:18:26.404016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:26.404047] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:26.404074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:26.404132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:26.460494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:26.461340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:26.461424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:26.461456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:26.579326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:26.579469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:26.579508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:26.579537] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:26.582844] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-30T20:18:26.583111] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-30T20:18:26.583229] [INFO ] [sig       ] CAH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:26.723746] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CAH.txt
[2025-12-30T20:18:26.723869] [INFO ] [sig       ] [582/3539] Completed CAH in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:26.723908] [INFO ] [sig       ] [583/3539] Forecasting CAKE...
[2025-12-30T20:18:26.723936] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-30T20:18:26.723966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-30T20:18:26.735506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-30T20:18:26.735828] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-30T20:18:26.736598] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-30T20:18:26.736653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:26.736684] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:26.736711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:26.736768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:26.794777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:26.795633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:26.795719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:26.795752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:26.924182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:26.924547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:26.924612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:26.924642] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:26.928623] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-30T20:18:26.928907] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-30T20:18:26.929030] [INFO ] [sig       ] CAKE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:27.072974] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CAKE.txt
[2025-12-30T20:18:27.073097] [INFO ] [sig       ] [583/3539] Completed CAKE in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:27.073136] [INFO ] [sig       ] [584/3539] Forecasting CAL...
[2025-12-30T20:18:27.073164] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-30T20:18:27.073202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-30T20:18:27.084500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-30T20:18:27.084800] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-30T20:18:27.085544] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-30T20:18:27.085624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:27.085658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:27.085684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:27.085741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:27.144874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:27.145689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:27.145770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:27.145802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:27.263347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:27.263474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:27.263511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:27.263540] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:27.266778] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-30T20:18:27.267038] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-30T20:18:27.267170] [INFO ] [sig       ] CAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:27.408233] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAL.txt
[2025-12-30T20:18:27.408379] [INFO ] [sig       ] [584/3539] Completed CAL in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:27.408420] [INFO ] [sig       ] [585/3539] Forecasting CALC...
[2025-12-30T20:18:27.408448] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-30T20:18:27.408478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-30T20:18:27.419542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-30T20:18:27.419868] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-30T20:18:27.420640] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-30T20:18:27.420691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:27.420722] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:27.420749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:27.420806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:27.478279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:27.478914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:27.478992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:27.479024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:27.592892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:27.593035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:27.593075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:27.593104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:27.596415] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-30T20:18:27.596709] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-30T20:18:27.596834] [INFO ] [sig       ] CALC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:27.737621] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CALC.txt
[2025-12-30T20:18:27.737769] [INFO ] [sig       ] [585/3539] Completed CALC in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:27.737810] [INFO ] [sig       ] [586/3539] Forecasting CALM...
[2025-12-30T20:18:27.737839] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-30T20:18:27.737870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-30T20:18:27.749432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-30T20:18:27.749733] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-30T20:18:27.750516] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-30T20:18:27.750567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:27.750622] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:27.750649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:27.750706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:27.807911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:27.808552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:27.808652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:27.808684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:27.930786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:27.930942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:27.930981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:27.931009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:27.934319] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-30T20:18:27.934611] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-30T20:18:27.934734] [INFO ] [sig       ] CALM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:28.074383] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CALM.txt
[2025-12-30T20:18:28.074534] [INFO ] [sig       ] [586/3539] Completed CALM in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:28.074591] [INFO ] [sig       ] [587/3539] Forecasting CALX...
[2025-12-30T20:18:28.074623] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-30T20:18:28.074654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-30T20:18:28.086045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-30T20:18:28.086337] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-30T20:18:28.087096] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-30T20:18:28.087151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:28.087189] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:28.087222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:28.087291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:28.143812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:28.144418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:28.144498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:28.144529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:28.266041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:28.266197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:28.266237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:28.266266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:28.269638] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-30T20:18:28.269909] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-30T20:18:28.270028] [INFO ] [sig       ] CALX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:28.413275] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CALX.txt
[2025-12-30T20:18:28.413403] [INFO ] [sig       ] [587/3539] Completed CALX in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:28.413447] [INFO ] [sig       ] [588/3539] Forecasting CAPL...
[2025-12-30T20:18:28.413477] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-30T20:18:28.413507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-30T20:18:28.424668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-30T20:18:28.424933] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-30T20:18:28.425701] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-30T20:18:28.425752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:28.425820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:28.425848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:28.425907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:28.482816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:28.483670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:28.483765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:28.483796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:28.604564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:28.604735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:28.604776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:28.604810] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:28.608107] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-12-30T20:18:28.608417] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-30T20:18:28.608534] [INFO ] [sig       ] CAPL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:28.748989] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAPL.txt
[2025-12-30T20:18:28.749099] [INFO ] [sig       ] [588/3539] Completed CAPL in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:28.749137] [INFO ] [sig       ] [589/3539] Forecasting CARE...
[2025-12-30T20:18:28.749166] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-30T20:18:28.749195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-30T20:18:28.760518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-30T20:18:28.760818] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-30T20:18:28.761557] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-30T20:18:28.761627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:28.761658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:28.761685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:28.761741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:28.818188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:28.818809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:28.818888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:28.818919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:28.934182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:28.934303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:28.934342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:28.934370] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:28.937668] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-30T20:18:28.937934] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-30T20:18:28.938094] [INFO ] [sig       ] CARE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:29.077725] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CARE.txt
[2025-12-30T20:18:29.077842] [INFO ] [sig       ] [589/3539] Completed CARE in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:29.077880] [INFO ] [sig       ] [590/3539] Forecasting CARG...
[2025-12-30T20:18:29.077909] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-30T20:18:29.077939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-30T20:18:29.088915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-30T20:18:29.089186] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-30T20:18:29.089947] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-30T20:18:29.089999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:29.090031] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:29.090058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:29.090115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:29.147426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:29.148014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:29.148092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:29.148123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:29.268712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:29.268852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:29.268889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:29.268917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:29.272182] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-30T20:18:29.272451] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-30T20:18:29.272587] [INFO ] [sig       ] CARG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:29.411802] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CARG.txt
[2025-12-30T20:18:29.411907] [INFO ] [sig       ] [590/3539] Completed CARG in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:29.411945] [INFO ] [sig       ] [591/3539] Forecasting CARS...
[2025-12-30T20:18:29.411974] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-30T20:18:29.412004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-30T20:18:29.423319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-30T20:18:29.423627] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-30T20:18:29.424364] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-30T20:18:29.424416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:29.424448] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:29.424474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:29.424531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:29.482084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:29.482695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:29.482774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:29.482805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:29.602854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:29.602999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:29.603055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:29.603112] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:29.606388] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-12-30T20:18:29.606671] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-30T20:18:29.606791] [INFO ] [sig       ] CARS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:29.746858] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CARS.txt
[2025-12-30T20:18:29.746967] [INFO ] [sig       ] [591/3539] Completed CARS in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:29.747006] [INFO ] [sig       ] [592/3539] Forecasting CASH...
[2025-12-30T20:18:29.747034] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-30T20:18:29.747063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-30T20:18:29.757961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-30T20:18:29.758253] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-30T20:18:29.759043] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-30T20:18:29.759095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:29.759126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:29.759153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:29.759210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:29.816098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:29.816696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:29.816774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:29.816805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:29.933960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:29.934117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:29.934155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:29.934183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:29.937435] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-30T20:18:29.937718] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-30T20:18:29.937838] [INFO ] [sig       ] CASH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:30.077174] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CASH.txt
[2025-12-30T20:18:30.077283] [INFO ] [sig       ] [592/3539] Completed CASH in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-30T20:18:30.077321] [INFO ] [sig       ] [593/3539] Forecasting CASS...
[2025-12-30T20:18:30.077350] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-30T20:18:30.077380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-30T20:18:30.088547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-30T20:18:30.088847] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-30T20:18:30.089593] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-30T20:18:30.089645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:30.089676] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:30.089703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:30.089761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:30.146688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:30.147323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:30.147400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:30.147432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:30.261824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:30.261954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:30.261991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:30.262019] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:30.265221] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-30T20:18:30.265482] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-30T20:18:30.265620] [INFO ] [sig       ] CASS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:30.405516] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CASS.txt
[2025-12-30T20:18:30.405642] [INFO ] [sig       ] [593/3539] Completed CASS in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-30T20:18:30.405683] [INFO ] [sig       ] [594/3539] Forecasting CASY...
[2025-12-30T20:18:30.405712] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-30T20:18:30.405743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-30T20:18:30.416928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-30T20:18:30.417197] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-30T20:18:30.417965] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-30T20:18:30.418016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:30.418046] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:30.418073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:30.418132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:30.474089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:30.474690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:30.474766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:30.474798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:30.596796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:30.596946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:30.596986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:30.597014] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:30.600300] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-30T20:18:30.600564] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-30T20:18:30.600704] [INFO ] [sig       ] CASY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:30.741505] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CASY.txt
[2025-12-30T20:18:30.741628] [INFO ] [sig       ] [594/3539] Completed CASY in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-30T20:18:30.741668] [INFO ] [sig       ] [595/3539] Forecasting CATH...
[2025-12-30T20:18:30.741698] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-30T20:18:30.741727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-30T20:18:30.752401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-30T20:18:30.752674] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-30T20:18:30.753407] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-30T20:18:30.753459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:30.753501] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:30.753528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:30.753605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:30.811250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:30.811840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:30.811916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:30.811949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:30.930463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:30.930627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:30.930670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:30.930698] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:30.934002] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-30T20:18:30.934279] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-30T20:18:30.934403] [INFO ] [sig       ] CATH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:31.075230] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CATH.txt
[2025-12-30T20:18:31.075373] [INFO ] [sig       ] [595/3539] Completed CATH in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-30T20:18:31.075412] [INFO ] [sig       ] [596/3539] Forecasting CATO...
[2025-12-30T20:18:31.075441] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-30T20:18:31.075471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-30T20:18:31.086434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-30T20:18:31.086746] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-30T20:18:31.087494] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-30T20:18:31.087546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:31.087596] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:31.087625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:31.087683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:31.143410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:31.144076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:31.144175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:31.144208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:31.268747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:31.268920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:31.268961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:31.268989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:31.272389] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-30T20:18:31.272683] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-30T20:18:31.272814] [INFO ] [sig       ] CATO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:31.413596] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CATO.txt
[2025-12-30T20:18:31.413746] [INFO ] [sig       ] [596/3539] Completed CATO in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-30T20:18:31.413786] [INFO ] [sig       ] [597/3539] Forecasting CATY...
[2025-12-30T20:18:31.413815] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-30T20:18:31.413847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-30T20:18:31.426093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-30T20:18:31.426423] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-30T20:18:31.427190] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-30T20:18:31.427242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:31.427273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:31.427303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:31.427362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:31.489823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:31.490833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:31.490957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:31.491007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:31.615171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:31.615338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:31.615386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:31.615417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:31.618793] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-30T20:18:31.619062] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-30T20:18:31.619181] [INFO ] [sig       ] CATY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:31.766175] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CATY.txt
[2025-12-30T20:18:31.766349] [INFO ] [sig       ] [597/3539] Completed CATY in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:31.766392] [INFO ] [sig       ] [598/3539] Forecasting CAVA...
[2025-12-30T20:18:31.766425] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-30T20:18:31.766458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-30T20:18:31.777948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-30T20:18:31.778314] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-30T20:18:31.779163] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-30T20:18:31.779219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:31.779254] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:31.779283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:31.779344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:31.840014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:31.840880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:31.840998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:31.841034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:31.961811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:31.961969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:31.962011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:31.962039] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:31.965326] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-30T20:18:31.965615] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-30T20:18:31.965737] [INFO ] [sig       ] CAVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:32.108620] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CAVA.txt
[2025-12-30T20:18:32.108808] [INFO ] [sig       ] [598/3539] Completed CAVA in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:32.108854] [INFO ] [sig       ] [599/3539] Forecasting CB...
[2025-12-30T20:18:32.108894] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-30T20:18:32.108928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-30T20:18:32.120709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-30T20:18:32.121122] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-30T20:18:32.121960] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-30T20:18:32.122015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:32.122050] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:32.122079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:32.122139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:32.182747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:32.183655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:32.183763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:32.183797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:32.305708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:32.305867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:32.305909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:32.305937] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:32.309320] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-12-30T20:18:32.309610] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-30T20:18:32.309738] [INFO ] [sig       ] CB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:32.458171] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CB.txt
[2025-12-30T20:18:32.458309] [INFO ] [sig       ] [599/3539] Completed CB in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:32.458351] [INFO ] [sig       ] [600/3539] Forecasting CBAN...
[2025-12-30T20:18:32.458380] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-30T20:18:32.458411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-30T20:18:32.469875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-30T20:18:32.470257] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-30T20:18:32.471063] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-30T20:18:32.471116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:32.471148] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:32.471175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:32.471233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:32.528490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:32.529402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:32.529493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:32.529525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:32.645909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:32.646074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:32.646113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:32.646141] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:32.649612] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-30T20:18:32.649911] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-30T20:18:32.650040] [INFO ] [sig       ] CBAN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:32.798049] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CBAN.txt
[2025-12-30T20:18:32.798236] [INFO ] [sig       ] [600/3539] Completed CBAN in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:32.798301] [INFO ] [sig       ] [601/3539] Forecasting CBL...
[2025-12-30T20:18:32.798339] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-30T20:18:32.798371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-30T20:18:32.811018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-30T20:18:32.811385] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-30T20:18:32.812190] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-30T20:18:32.812243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:32.812276] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:32.812304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:32.812370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:32.876144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:32.877013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:32.877116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:32.877151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:33.004079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:33.004237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:33.004279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:33.004311] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:33.007797] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-30T20:18:33.008099] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-30T20:18:33.008231] [INFO ] [sig       ] CBL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:33.153406] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CBL.txt
[2025-12-30T20:18:33.153587] [INFO ] [sig       ] [601/3539] Completed CBL in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:33.153631] [INFO ] [sig       ] [602/3539] Forecasting CBNK...
[2025-12-30T20:18:33.153662] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-30T20:18:33.153692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-30T20:18:33.164964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-30T20:18:33.165255] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-30T20:18:33.166073] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-30T20:18:33.166126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:33.166158] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:33.166185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:33.166243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:33.224662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:33.225471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:33.225558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:33.225613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:33.345811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:33.345975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:33.346018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:33.346066] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:33.349651] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-30T20:18:33.349947] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-30T20:18:33.350077] [INFO ] [sig       ] CBNK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:33.499467] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CBNK.txt
[2025-12-30T20:18:33.499623] [INFO ] [sig       ] [602/3539] Completed CBNK in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:33.499665] [INFO ] [sig       ] [603/3539] Forecasting CBRE...
[2025-12-30T20:18:33.499695] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-30T20:18:33.499725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-30T20:18:33.512004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-30T20:18:33.512279] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-30T20:18:33.513049] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-30T20:18:33.513101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:33.513132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:33.513158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:33.513215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:33.574029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:33.574769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:33.574852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:33.574886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:33.694613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:33.694768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:33.694809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:33.694837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:33.698438] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-30T20:18:33.698945] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-30T20:18:33.699070] [INFO ] [sig       ] CBRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:33.849847] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CBRE.txt
[2025-12-30T20:18:33.849988] [INFO ] [sig       ] [603/3539] Completed CBRE in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:33.850032] [INFO ] [sig       ] [604/3539] Forecasting CBRL...
[2025-12-30T20:18:33.850062] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-30T20:18:33.850095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-30T20:18:33.862235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-30T20:18:33.862696] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-30T20:18:33.863511] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-30T20:18:33.863568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:33.863632] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:33.863661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:33.863722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:33.925148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:33.926067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:33.926150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:33.926200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:34.054314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:34.054476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:34.054517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:34.054546] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:34.057895] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-30T20:18:34.058162] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-30T20:18:34.058290] [INFO ] [sig       ] CBRL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:34.205118] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CBRL.txt
[2025-12-30T20:18:34.205244] [INFO ] [sig       ] [604/3539] Completed CBRL in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:34.205283] [INFO ] [sig       ] [605/3539] Forecasting CBSH...
[2025-12-30T20:18:34.205312] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-30T20:18:34.205341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-30T20:18:34.221828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-30T20:18:34.222342] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-30T20:18:34.223567] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-30T20:18:34.223661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:34.223750] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:34.223792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:34.223887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:34.295371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:34.296597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:34.296716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:34.296769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:34.420522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:34.420731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:34.420783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:34.420814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:34.424445] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-30T20:18:34.424755] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-30T20:18:34.424887] [INFO ] [sig       ] CBSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:34.577557] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CBSH.txt
[2025-12-30T20:18:34.577734] [INFO ] [sig       ] [605/3539] Completed CBSH in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:34.577777] [INFO ] [sig       ] [606/3539] Forecasting CBUS...
[2025-12-30T20:18:34.577807] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-30T20:18:34.577837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-30T20:18:34.590110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-30T20:18:34.590517] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-30T20:18:34.591329] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-30T20:18:34.591394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:34.591432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:34.591481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:34.591542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:34.650696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:34.651568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:34.651679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:34.651713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:34.773376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:34.773546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:34.773609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:34.773641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:34.777206] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-30T20:18:34.777512] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-30T20:18:34.777680] [INFO ] [sig       ] CBUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:34.932830] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CBUS.txt
[2025-12-30T20:18:34.932991] [INFO ] [sig       ] [606/3539] Completed CBUS in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:34.933033] [INFO ] [sig       ] [607/3539] Forecasting CBZ...
[2025-12-30T20:18:34.933063] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-30T20:18:34.933093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-30T20:18:34.945049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-30T20:18:34.945445] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-30T20:18:34.946250] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-30T20:18:34.946305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:34.946338] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:34.946365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:34.946424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:35.004974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:35.005869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:35.005956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:35.005990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:35.124324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:35.124489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:35.124531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:35.124560] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:35.128073] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-30T20:18:35.128376] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-30T20:18:35.128510] [INFO ] [sig       ] CBZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:35.282859] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CBZ.txt
[2025-12-30T20:18:35.283014] [INFO ] [sig       ] [607/3539] Completed CBZ in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:35.283056] [INFO ] [sig       ] [608/3539] Forecasting CC...
[2025-12-30T20:18:35.283086] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-30T20:18:35.283117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-30T20:18:35.295740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-30T20:18:35.296108] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-30T20:18:35.297073] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-30T20:18:35.297125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:35.297155] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:35.297182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:35.297239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:35.356559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:35.357410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:35.357496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:35.357529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:35.484153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:35.484321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:35.484369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:35.484431] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:35.487975] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-30T20:18:35.488252] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-30T20:18:35.488372] [INFO ] [sig       ] CC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:35.631054] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CC.txt
[2025-12-30T20:18:35.631212] [INFO ] [sig       ] [608/3539] Completed CC in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:35.631254] [INFO ] [sig       ] [609/3539] Forecasting CCAP...
[2025-12-30T20:18:35.631283] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-30T20:18:35.631314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-30T20:18:35.643817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-30T20:18:35.644157] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-30T20:18:35.644945] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-30T20:18:35.644996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:35.645028] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:35.645054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:35.645111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:35.706241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:35.707149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:35.707236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:35.707269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:35.831313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:35.831478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:35.831521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:35.831550] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:35.835279] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-30T20:18:35.835618] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-30T20:18:35.835760] [INFO ] [sig       ] CCAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:35.983168] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCAP.txt
[2025-12-30T20:18:35.983326] [INFO ] [sig       ] [609/3539] Completed CCAP in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:35.983371] [INFO ] [sig       ] [610/3539] Forecasting CCB...
[2025-12-30T20:18:35.983401] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-30T20:18:35.983432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-30T20:18:35.995391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-30T20:18:35.995720] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-30T20:18:35.996517] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-30T20:18:35.996596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:35.996633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:35.996660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:35.996720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:36.056362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:36.057263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:36.057349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:36.057384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:36.182422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:36.182618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:36.182662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:36.182690] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:36.186079] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-30T20:18:36.186349] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-30T20:18:36.186482] [INFO ] [sig       ] CCB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:36.333932] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCB.txt
[2025-12-30T20:18:36.334091] [INFO ] [sig       ] [610/3539] Completed CCB in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-30T20:18:36.334139] [INFO ] [sig       ] [611/3539] Forecasting CCBG...
[2025-12-30T20:18:36.334171] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-30T20:18:36.334202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-30T20:18:36.346086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-30T20:18:36.346360] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-30T20:18:36.347126] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-30T20:18:36.347178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:36.347209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:36.347236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:36.347293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:36.404249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:36.405130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:36.405218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:36.405252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:36.521476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:36.521845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:36.521889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:36.521918] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:36.525310] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-30T20:18:36.525593] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-30T20:18:36.525714] [INFO ] [sig       ] CCBG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:36.673162] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCBG.txt
[2025-12-30T20:18:36.673324] [INFO ] [sig       ] [611/3539] Completed CCBG in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-30T20:18:36.673364] [INFO ] [sig       ] [612/3539] Forecasting CCCC...
[2025-12-30T20:18:36.673394] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-30T20:18:36.673425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-30T20:18:36.687374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-30T20:18:36.687766] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-30T20:18:36.688529] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-30T20:18:36.688616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:36.688651] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:36.688678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:36.688763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:36.747958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:36.748888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:36.748981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:36.749014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:36.873954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:36.874175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:36.874224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:36.874254] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:36.877771] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-30T20:18:36.878067] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-30T20:18:36.878197] [INFO ] [sig       ] CCCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:37.023343] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCCC.txt
[2025-12-30T20:18:37.023506] [INFO ] [sig       ] [612/3539] Completed CCCC in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-30T20:18:37.023546] [INFO ] [sig       ] [613/3539] Forecasting CCD...
[2025-12-30T20:18:37.023594] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-30T20:18:37.023627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-30T20:18:37.036127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-30T20:18:37.036533] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-30T20:18:37.037360] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-30T20:18:37.037426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:37.037458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:37.037484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:37.037541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:37.097525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:37.098413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:37.098501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:37.098534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:37.215422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:37.215600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:37.215647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:37.215677] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:37.219098] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-30T20:18:37.219424] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-30T20:18:37.219557] [INFO ] [sig       ] CCD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:37.360664] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCD.txt
[2025-12-30T20:18:37.361054] [INFO ] [sig       ] [613/3539] Completed CCD in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-30T20:18:37.361100] [INFO ] [sig       ] [614/3539] Forecasting CCEC...
[2025-12-30T20:18:37.361130] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-30T20:18:37.361160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-30T20:18:37.373258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-30T20:18:37.373615] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-30T20:18:37.374367] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-30T20:18:37.374423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:37.374455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:37.374480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:37.374537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:37.431140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:37.431840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:37.431928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:37.431964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:37.533247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:37.533405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:37.533446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:37.533473] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:37.536787] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-30T20:18:37.537053] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-30T20:18:37.537173] [INFO ] [sig       ] CCEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:37.677431] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCEC.txt
[2025-12-30T20:18:37.677616] [INFO ] [sig       ] [614/3539] Completed CCEC in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:37.677661] [INFO ] [sig       ] [615/3539] Forecasting CCEP...
[2025-12-30T20:18:37.677690] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-30T20:18:37.677720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-30T20:18:37.688950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-30T20:18:37.689221] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-30T20:18:37.690007] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-30T20:18:37.690059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:37.690089] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:37.690117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:37.690173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:37.746433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:37.747057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:37.747161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:37.747194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:37.870404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:37.870589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:37.870634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:37.870663] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:37.874036] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-30T20:18:37.874312] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-30T20:18:37.874435] [INFO ] [sig       ] CCEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:38.014243] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCEP.txt
[2025-12-30T20:18:38.014369] [INFO ] [sig       ] [615/3539] Completed CCEP in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:38.014408] [INFO ] [sig       ] [616/3539] Forecasting CCI...
[2025-12-30T20:18:38.014437] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-30T20:18:38.014468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-30T20:18:38.025501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-30T20:18:38.025796] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-30T20:18:38.026570] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-30T20:18:38.026648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:38.026679] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:38.026705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:38.026762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:38.083268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:38.083889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:38.083968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:38.084001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:38.204134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:38.204279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:38.204320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:38.204348] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:38.208134] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-30T20:18:38.208399] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-30T20:18:38.208519] [INFO ] [sig       ] CCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:38.350905] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCI.txt
[2025-12-30T20:18:38.351055] [INFO ] [sig       ] [616/3539] Completed CCI in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:38.351097] [INFO ] [sig       ] [617/3539] Forecasting CCIF...
[2025-12-30T20:18:38.351126] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-30T20:18:38.351156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-30T20:18:38.362642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-30T20:18:38.362908] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-30T20:18:38.363737] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-30T20:18:38.363789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:38.363820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:38.363849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:38.363906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:38.420231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:38.420859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:38.420941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:38.420974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:38.537911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:38.538058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:38.538098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:38.538127] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:38.541418] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-12-30T20:18:38.541710] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-30T20:18:38.541833] [INFO ] [sig       ] CCIF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:38.680304] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCIF.txt
[2025-12-30T20:18:38.680416] [INFO ] [sig       ] [617/3539] Completed CCIF in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:38.680455] [INFO ] [sig       ] [618/3539] Forecasting CCJ...
[2025-12-30T20:18:38.680484] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-30T20:18:38.680514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-30T20:18:38.691678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-30T20:18:38.691933] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-30T20:18:38.692704] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-30T20:18:38.692757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:38.692788] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:38.692815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:38.692873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:38.748319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:38.748943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:38.749023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:38.749055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:38.867680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:38.867844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:38.867888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:38.867919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:38.871304] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-12-30T20:18:38.871597] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-30T20:18:38.871725] [INFO ] [sig       ] CCJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:39.019091] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCJ.txt
[2025-12-30T20:18:39.019253] [INFO ] [sig       ] [618/3539] Completed CCJ in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:39.019293] [INFO ] [sig       ] [619/3539] Forecasting CCK...
[2025-12-30T20:18:39.019324] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-30T20:18:39.019356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-30T20:18:39.030429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-30T20:18:39.030718] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-30T20:18:39.031463] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-30T20:18:39.031515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:39.031558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:39.031606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:39.031664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:39.089545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:39.090143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:39.090222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:39.090253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:39.212891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:39.213035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:39.213074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:39.213101] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:39.216350] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-30T20:18:39.216634] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-30T20:18:39.216754] [INFO ] [sig       ] CCK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:39.360757] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCK.txt
[2025-12-30T20:18:39.360877] [INFO ] [sig       ] [619/3539] Completed CCK in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:39.360916] [INFO ] [sig       ] [620/3539] Forecasting CCL...
[2025-12-30T20:18:39.360946] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-30T20:18:39.360976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-30T20:18:39.372261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-30T20:18:39.372526] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-30T20:18:39.373293] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-30T20:18:39.373345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:39.373376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:39.373402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:39.373459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:39.432967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:39.433650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:39.433905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:39.433938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:39.556433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:39.556593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:39.556634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:39.556662] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:39.559932] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-30T20:18:39.560198] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-30T20:18:39.560321] [INFO ] [sig       ] CCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:39.706694] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCL.txt
[2025-12-30T20:18:39.706826] [INFO ] [sig       ] [620/3539] Completed CCL in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:39.706864] [INFO ] [sig       ] [621/3539] Forecasting CCLD...
[2025-12-30T20:18:39.706893] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-30T20:18:39.706924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-30T20:18:39.718151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-30T20:18:39.718423] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-30T20:18:39.719250] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-30T20:18:39.719306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:39.719340] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:39.719369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:39.719427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:39.779936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:39.780765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:39.780849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:39.780884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:39.900996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:39.901151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:39.901193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:39.901224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:39.904621] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-30T20:18:39.904900] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-30T20:18:39.905027] [INFO ] [sig       ] CCLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:40.056303] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCLD.txt
[2025-12-30T20:18:40.056463] [INFO ] [sig       ] [621/3539] Completed CCLD in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:40.056503] [INFO ] [sig       ] [622/3539] Forecasting CCNE...
[2025-12-30T20:18:40.056532] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-30T20:18:40.056563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-30T20:18:40.068984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-30T20:18:40.069373] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-30T20:18:40.070426] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-30T20:18:40.070482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:40.070543] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:40.070594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:40.070657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:40.133730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:40.134642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:40.134729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:40.134764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:40.254815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:40.254962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:40.255006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:40.255037] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:40.258456] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-30T20:18:40.258784] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-30T20:18:40.258913] [INFO ] [sig       ] CCNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:40.406198] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCNE.txt
[2025-12-30T20:18:40.406335] [INFO ] [sig       ] [622/3539] Completed CCNE in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:40.406385] [INFO ] [sig       ] [623/3539] Forecasting CCO...
[2025-12-30T20:18:40.406415] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-30T20:18:40.406446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-30T20:18:40.417734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-30T20:18:40.418030] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-30T20:18:40.418820] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-30T20:18:40.418873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:40.418905] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:40.418932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:40.418991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:40.479066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:40.479865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:40.479955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:40.480001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:40.600381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:40.600563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:40.600637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:40.600671] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:40.604042] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-30T20:18:40.604314] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-30T20:18:40.604438] [INFO ] [sig       ] CCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:40.753096] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCO.txt
[2025-12-30T20:18:40.753229] [INFO ] [sig       ] [623/3539] Completed CCO in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:40.753268] [INFO ] [sig       ] [624/3539] Forecasting CCOI...
[2025-12-30T20:18:40.753296] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-30T20:18:40.753326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-30T20:18:40.765346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-30T20:18:40.765742] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-30T20:18:40.766521] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-30T20:18:40.766592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:40.766627] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:40.766654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:40.766711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:40.824159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:40.825090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:40.825205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:40.825238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:40.940349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:40.940513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:40.940555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:40.940602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:40.943979] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-30T20:18:40.944258] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-30T20:18:40.944400] [INFO ] [sig       ] CCOI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:41.086532] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCOI.txt
[2025-12-30T20:18:41.086713] [INFO ] [sig       ] [624/3539] Completed CCOI in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:41.086753] [INFO ] [sig       ] [625/3539] Forecasting CCRN...
[2025-12-30T20:18:41.086782] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-30T20:18:41.086815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-30T20:18:41.098794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-30T20:18:41.099161] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-30T20:18:41.099976] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-30T20:18:41.100028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:41.100059] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:41.100084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:41.100141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:41.159340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:41.160202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:41.160287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:41.160319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:41.282607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:41.282769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:41.282809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:41.282874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:41.286400] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-30T20:18:41.286872] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-30T20:18:41.286994] [INFO ] [sig       ] CCRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:41.429389] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCRN.txt
[2025-12-30T20:18:41.429525] [INFO ] [sig       ] [625/3539] Completed CCRN in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:41.429590] [INFO ] [sig       ] [626/3539] Forecasting CCS...
[2025-12-30T20:18:41.429629] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-30T20:18:41.429663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-30T20:18:41.442075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-30T20:18:41.442500] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-30T20:18:41.443339] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-30T20:18:41.443394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:41.443426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:41.443454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:41.443511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:41.502885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:41.503790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:41.503878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:41.503910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:41.623117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:41.623287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:41.623331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:41.623376] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:41.626850] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-30T20:18:41.627131] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-30T20:18:41.627257] [INFO ] [sig       ] CCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:41.774436] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CCS.txt
[2025-12-30T20:18:41.774606] [INFO ] [sig       ] [626/3539] Completed CCS in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-30T20:18:41.774652] [INFO ] [sig       ] [627/3539] Forecasting CCSI...
[2025-12-30T20:18:41.774684] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-30T20:18:41.774907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-30T20:18:41.787228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-30T20:18:41.787527] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-30T20:18:41.788290] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-30T20:18:41.788342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:41.788373] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:41.788399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:41.788463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:41.849913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:41.850683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:41.850769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:41.850804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:41.967718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:41.967888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:41.967928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:41.967957] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:41.971436] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-30T20:18:41.971739] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-30T20:18:41.971865] [INFO ] [sig       ] CCSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:42.119445] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CCSI.txt
[2025-12-30T20:18:42.119590] [INFO ] [sig       ] [627/3539] Completed CCSI in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-30T20:18:42.119630] [INFO ] [sig       ] [628/3539] Forecasting CDC...
[2025-12-30T20:18:42.119660] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-30T20:18:42.119690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-30T20:18:42.130967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-30T20:18:42.131217] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-30T20:18:42.132003] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-30T20:18:42.132055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:42.132085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:42.132112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:42.132168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:42.192174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:42.192990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:42.193101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:42.193137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:42.318629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:42.318815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:42.318859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:42.318888] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:42.322462] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=67.31%)
[2025-12-30T20:18:42.322768] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-30T20:18:42.322894] [INFO ] [sig       ] CDC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:42.473418] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDC.txt
[2025-12-30T20:18:42.473600] [INFO ] [sig       ] [628/3539] Completed CDC in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-30T20:18:42.473640] [INFO ] [sig       ] [629/3539] Forecasting CDE...
[2025-12-30T20:18:42.473669] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-30T20:18:42.473701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-30T20:18:42.485610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-30T20:18:42.486009] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-30T20:18:42.486903] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-30T20:18:42.486968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:42.487004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:42.487034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:42.487094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:42.551541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:42.552668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:42.552769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:42.552805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:42.684086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:42.684246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:42.684290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:42.684318] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:42.687779] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-30T20:18:42.688083] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-30T20:18:42.688213] [INFO ] [sig       ] CDE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:42.836380] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDE.txt
[2025-12-30T20:18:42.836543] [INFO ] [sig       ] [629/3539] Completed CDE in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-30T20:18:42.836602] [INFO ] [sig       ] [630/3539] Forecasting CDIO...
[2025-12-30T20:18:42.836634] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-30T20:18:42.836664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-30T20:18:42.847717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-30T20:18:42.847985] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-30T20:18:42.848848] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-30T20:18:42.848901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:42.848933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:42.848969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:42.849028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:42.906384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:42.907033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:42.907121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:42.907154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:43.033318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:43.033485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:43.033526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:43.033554] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:43.037105] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-30T20:18:43.037459] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-30T20:18:43.037627] [INFO ] [sig       ] CDIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:43.185531] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDIO.txt
[2025-12-30T20:18:43.185720] [INFO ] [sig       ] [630/3539] Completed CDIO in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-30T20:18:43.185759] [INFO ] [sig       ] [631/3539] Forecasting CDL...
[2025-12-30T20:18:43.185788] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-30T20:18:43.185819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-30T20:18:43.197227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-30T20:18:43.197545] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-30T20:18:43.198326] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-30T20:18:43.198378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:43.198409] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:43.198435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:43.198493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:43.254867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:43.255736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:43.255824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:43.255856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:43.367646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:43.367817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:43.367861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:43.367890] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:43.374656] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-30T20:18:43.374951] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-30T20:18:43.375078] [INFO ] [sig       ] CDL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:43.518834] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDL.txt
[2025-12-30T20:18:43.518981] [INFO ] [sig       ] [631/3539] Completed CDL in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:43.519022] [INFO ] [sig       ] [632/3539] Forecasting CDNA...
[2025-12-30T20:18:43.519053] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-30T20:18:43.519084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-30T20:18:43.530369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-30T20:18:43.530663] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-30T20:18:43.531452] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-30T20:18:43.531503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:43.531534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:43.531560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:43.531644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:43.591408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:43.592170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:43.592322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:43.592358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:43.713883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:43.714043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:43.714084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:43.714113] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:43.717457] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-30T20:18:43.717777] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-30T20:18:43.717902] [INFO ] [sig       ] CDNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:43.861883] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDNA.txt
[2025-12-30T20:18:43.862006] [INFO ] [sig       ] [632/3539] Completed CDNA in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:43.862045] [INFO ] [sig       ] [633/3539] Forecasting CDNS...
[2025-12-30T20:18:43.862075] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-30T20:18:43.862105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-30T20:18:43.875239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-30T20:18:43.875661] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-30T20:18:43.876466] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-30T20:18:43.876521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:43.876553] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:43.876598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:43.876659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:43.938138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:43.939287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:43.939384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:43.939417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:44.067234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:44.067401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:44.067444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:44.067476] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:44.071043] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-30T20:18:44.071362] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-30T20:18:44.071523] [INFO ] [sig       ] CDNS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:44.215552] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDNS.txt
[2025-12-30T20:18:44.215734] [INFO ] [sig       ] [633/3539] Completed CDNS in 0.4s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:44.215775] [INFO ] [sig       ] [634/3539] Forecasting CDP...
[2025-12-30T20:18:44.215806] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-30T20:18:44.215842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-30T20:18:44.229041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-30T20:18:44.229459] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-30T20:18:44.230356] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-30T20:18:44.230423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:44.230467] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:44.230509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:44.230621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:44.292693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:44.293484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:44.293591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:44.293627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:44.418343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:44.418503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:44.418547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:44.418595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:44.422201] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-30T20:18:44.422482] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-30T20:18:44.422633] [INFO ] [sig       ] CDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:44.576917] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDP.txt
[2025-12-30T20:18:44.577057] [INFO ] [sig       ] [634/3539] Completed CDP in 0.4s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:44.577099] [INFO ] [sig       ] [635/3539] Forecasting CDRE...
[2025-12-30T20:18:44.577129] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-30T20:18:44.577162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-30T20:18:44.589372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-30T20:18:44.589735] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-30T20:18:44.590520] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-30T20:18:44.590612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:44.590664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:44.590691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:44.590748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:44.652115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:44.653015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:44.653124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:44.653161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:44.786292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:44.786480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:44.786545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:44.786617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:44.791273] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=54.14%)
[2025-12-30T20:18:44.791628] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-30T20:18:44.791797] [INFO ] [sig       ] CDRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:44.958022] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDRE.txt
[2025-12-30T20:18:44.958218] [INFO ] [sig       ] [635/3539] Completed CDRE in 0.4s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:44.958260] [INFO ] [sig       ] [636/3539] Forecasting CDRO...
[2025-12-30T20:18:44.958289] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-30T20:18:44.958321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-30T20:18:44.970184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-30T20:18:44.970604] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-30T20:18:44.971527] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-30T20:18:44.971623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:44.971666] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:44.971700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:44.971760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:45.030103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:45.030994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:45.031087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:45.031121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:45.144888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:45.145058] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:18:45.145101] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:45.145131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:45.148837] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-30T20:18:45.149167] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-30T20:18:45.149317] [INFO ] [sig       ] CDRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:45.293398] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDRO.txt
[2025-12-30T20:18:45.293543] [INFO ] [sig       ] [636/3539] Completed CDRO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:45.293599] [INFO ] [sig       ] [637/3539] Forecasting CDTX...
[2025-12-30T20:18:45.293632] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-30T20:18:45.293663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-30T20:18:45.305506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-30T20:18:45.305819] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-30T20:18:45.306564] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-30T20:18:45.306640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:45.306673] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:45.306699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:45.306755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:45.367193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:45.367987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:45.368099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:45.368137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:45.484766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:45.484917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:45.484959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:45.484988] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:45.488377] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2025-12-30T20:18:45.488668] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-30T20:18:45.488805] [INFO ] [sig       ] CDTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:45.631598] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CDTX.txt
[2025-12-30T20:18:45.631752] [INFO ] [sig       ] [637/3539] Completed CDTX in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:45.631806] [INFO ] [sig       ] [638/3539] Forecasting CDXS...
[2025-12-30T20:18:45.631838] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-30T20:18:45.631869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-30T20:18:45.643497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-30T20:18:45.643878] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-30T20:18:45.644700] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-30T20:18:45.644753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:45.644786] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:45.644814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:45.644876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:45.705593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:45.706706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:45.707028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:45.707074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:45.827096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:45.827257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:45.827298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:45.827327] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:45.830769] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-30T20:18:45.831051] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-30T20:18:45.831174] [INFO ] [sig       ] CDXS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:45.974997] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDXS.txt
[2025-12-30T20:18:45.975160] [INFO ] [sig       ] [638/3539] Completed CDXS in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:45.975201] [INFO ] [sig       ] [639/3539] Forecasting CDZI...
[2025-12-30T20:18:45.975231] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-30T20:18:45.975262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-30T20:18:45.986538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-30T20:18:45.986892] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-30T20:18:45.987664] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-30T20:18:45.987718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:45.987776] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:45.987804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:45.987862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:46.045124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:46.046016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:46.046104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:46.046137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:46.173658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:46.173837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:46.173881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:46.173910] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:46.177478] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-30T20:18:46.177779] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-30T20:18:46.177915] [INFO ] [sig       ] CDZI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:46.328234] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CDZI.txt
[2025-12-30T20:18:46.328403] [INFO ] [sig       ] [639/3539] Completed CDZI in 0.4s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:46.328446] [INFO ] [sig       ] [640/3539] Forecasting CE...
[2025-12-30T20:18:46.328476] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-30T20:18:46.328507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-30T20:18:46.340082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-30T20:18:46.340447] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-30T20:18:46.341296] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-30T20:18:46.341349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:46.341380] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:46.341406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:46.341463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:46.400682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:46.401600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:46.401701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:46.401735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:46.531196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:46.531359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:46.531400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:46.531429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:46.535068] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-30T20:18:46.535338] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-30T20:18:46.535458] [INFO ] [sig       ] CE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:46.679902] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CE.txt
[2025-12-30T20:18:46.680066] [INFO ] [sig       ] [640/3539] Completed CE in 0.4s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:46.680106] [INFO ] [sig       ] [641/3539] Forecasting CECO...
[2025-12-30T20:18:46.680136] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-30T20:18:46.680166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-30T20:18:46.692373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-30T20:18:46.692806] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-30T20:18:46.693766] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-30T20:18:46.693822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:46.693855] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:46.693881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:46.693939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:46.755305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:46.756404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:46.756491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:46.756524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:46.875192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:46.875354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:46.875394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:46.875422] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:46.879161] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-30T20:18:46.879460] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-30T20:18:46.879609] [INFO ] [sig       ] CECO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:47.021288] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CECO.txt
[2025-12-30T20:18:47.021457] [INFO ] [sig       ] [641/3539] Completed CECO in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:47.021497] [INFO ] [sig       ] [642/3539] Forecasting CEG...
[2025-12-30T20:18:47.021527] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-30T20:18:47.021558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-30T20:18:47.033359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-30T20:18:47.033649] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-30T20:18:47.034397] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-30T20:18:47.034448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:47.034478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:47.034505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:47.034584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:47.091378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:47.092272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:47.092380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:47.092415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:47.212808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:47.212964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:47.213026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:47.213094] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:47.216405] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-30T20:18:47.216702] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-30T20:18:47.216826] [INFO ] [sig       ] CEG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:47.359756] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CEG.txt
[2025-12-30T20:18:47.359924] [INFO ] [sig       ] [642/3539] Completed CEG in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:47.359965] [INFO ] [sig       ] [643/3539] Forecasting CELC...
[2025-12-30T20:18:47.359995] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-30T20:18:47.360027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-30T20:18:47.371872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-30T20:18:47.372145] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-30T20:18:47.372944] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-30T20:18:47.373005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:47.373036] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:47.373063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:47.373119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:47.431030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:47.431895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:47.431986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:47.432018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:47.553314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:47.553487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:47.553534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:47.553563] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:47.556939] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-30T20:18:47.557206] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-30T20:18:47.557327] [INFO ] [sig       ] CELC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:47.702016] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CELC.txt
[2025-12-30T20:18:47.702183] [INFO ] [sig       ] [643/3539] Completed CELC in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-30T20:18:47.702222] [INFO ] [sig       ] [644/3539] Forecasting CELH...
[2025-12-30T20:18:47.702252] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-30T20:18:47.702282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-30T20:18:47.713914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-30T20:18:47.714323] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-30T20:18:47.715121] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-30T20:18:47.715173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:47.715204] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:47.715231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:47.715289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:47.771722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:47.772594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:47.772682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:47.772714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:47.894588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:47.894747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:47.894789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:47.894818] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:47.898470] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-30T20:18:47.898806] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-30T20:18:47.898936] [INFO ] [sig       ] CELH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:48.042462] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CELH.txt
[2025-12-30T20:18:48.042626] [INFO ] [sig       ] [644/3539] Completed CELH in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-30T20:18:48.042667] [INFO ] [sig       ] [645/3539] Forecasting CELZ...
[2025-12-30T20:18:48.042697] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-30T20:18:48.042728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-30T20:18:48.054846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-30T20:18:48.055214] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-30T20:18:48.056025] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-30T20:18:48.056077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:48.056107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:48.056133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:48.056190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:48.114446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:48.115279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:48.115363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:48.115395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:48.235215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:48.235398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:48.235439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:48.235467] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:48.239019] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-30T20:18:48.239305] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-30T20:18:48.239430] [INFO ] [sig       ] CELZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:48.385242] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CELZ.txt
[2025-12-30T20:18:48.385396] [INFO ] [sig       ] [645/3539] Completed CELZ in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-30T20:18:48.385436] [INFO ] [sig       ] [646/3539] Forecasting CENTA...
[2025-12-30T20:18:48.385466] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-30T20:18:48.385497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-30T20:18:48.397431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-30T20:18:48.397726] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-30T20:18:48.398476] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-30T20:18:48.398527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:48.398558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:48.398604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:48.398664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:48.457824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:48.458687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:48.458794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:48.459016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:48.577877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:48.578041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:48.578083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:48.578111] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:48.581839] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-30T20:18:48.582269] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-30T20:18:48.582437] [INFO ] [sig       ] CENTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:48.728188] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CENTA.txt
[2025-12-30T20:18:48.728345] [INFO ] [sig       ] [646/3539] Completed CENTA in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-30T20:18:48.728390] [INFO ] [sig       ] [647/3539] Forecasting CENX...
[2025-12-30T20:18:48.728422] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-30T20:18:48.728453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-30T20:18:48.739920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-30T20:18:48.740170] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-30T20:18:48.740936] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-30T20:18:48.740987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:48.741018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:48.741044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:48.741102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:48.799567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:48.800444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:48.800537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:48.800592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:48.927995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:48.928173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:48.928215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:48.928244] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:48.931590] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-30T20:18:48.931860] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-30T20:18:48.931979] [INFO ] [sig       ] CENX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:49.074876] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CENX.txt
[2025-12-30T20:18:49.075034] [INFO ] [sig       ] [647/3539] Completed CENX in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-30T20:18:49.075086] [INFO ] [sig       ] [648/3539] Forecasting CERS...
[2025-12-30T20:18:49.075128] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-30T20:18:49.075160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-30T20:18:49.087184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-30T20:18:49.087565] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-30T20:18:49.088362] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-30T20:18:49.088415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:49.088448] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:49.088475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:49.088533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:49.145629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:49.146460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:49.146545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:49.146598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:49.264866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:49.265024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:49.265065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:49.265093] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:49.268389] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-30T20:18:49.268687] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-30T20:18:49.268837] [INFO ] [sig       ] CERS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:49.411939] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CERS.txt
[2025-12-30T20:18:49.412085] [INFO ] [sig       ] [648/3539] Completed CERS in 0.3s | 2.88 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-30T20:18:49.412123] [INFO ] [sig       ] [649/3539] Forecasting CETX...
[2025-12-30T20:18:49.412153] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-30T20:18:49.412183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-30T20:18:49.423139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-30T20:18:49.423413] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-30T20:18:49.424179] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-30T20:18:49.424231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:49.424261] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:49.424289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:49.424346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:49.480924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:49.481749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:49.481863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:49.481896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:49.592856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:49.593004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:49.593047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:49.593079] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:49.596370] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-30T20:18:49.596663] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-30T20:18:49.596794] [INFO ] [sig       ] CETX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:49.736994] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CETX.txt
[2025-12-30T20:18:49.737152] [INFO ] [sig       ] [649/3539] Completed CETX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:49.737192] [INFO ] [sig       ] [650/3539] Forecasting CEVA...
[2025-12-30T20:18:49.737222] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-30T20:18:49.737254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-30T20:18:49.752467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-30T20:18:49.753122] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-30T20:18:49.754099] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-30T20:18:49.754160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:49.754198] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:49.754231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:49.754312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:49.819951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:49.820824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:49.820908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:49.820941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:49.942655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:49.942811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:49.942870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:49.942901] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:49.946348] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-30T20:18:49.946662] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-30T20:18:49.946809] [INFO ] [sig       ] CEVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:50.112411] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CEVA.txt
[2025-12-30T20:18:50.112597] [INFO ] [sig       ] [650/3539] Completed CEVA in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:50.112651] [INFO ] [sig       ] [651/3539] Forecasting CF...
[2025-12-30T20:18:50.112695] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-30T20:18:50.112738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-30T20:18:50.124857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-30T20:18:50.125196] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-30T20:18:50.126024] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-30T20:18:50.126079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:50.126111] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:50.126138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:50.126197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:50.187343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:50.188274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:50.188371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:50.188405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:50.307053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:50.307206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:50.307251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:50.307282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:50.310826] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=69.73%)
[2025-12-30T20:18:50.311113] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-30T20:18:50.311239] [INFO ] [sig       ] CF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:50.462472] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CF.txt
[2025-12-30T20:18:50.462640] [INFO ] [sig       ] [651/3539] Completed CF in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:50.462681] [INFO ] [sig       ] [652/3539] Forecasting CFFN...
[2025-12-30T20:18:50.462711] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-30T20:18:50.462752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-30T20:18:50.474185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-30T20:18:50.474526] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-30T20:18:50.475292] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-30T20:18:50.475345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:50.475377] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:50.475404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:50.475460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:50.532182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:50.533054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:50.533142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:50.533175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:50.651888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:50.652041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:50.652082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:50.652111] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:50.655449] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-12-30T20:18:50.655741] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-30T20:18:50.655870] [INFO ] [sig       ] CFFN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:50.796650] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CFFN.txt
[2025-12-30T20:18:50.796848] [INFO ] [sig       ] [652/3539] Completed CFFN in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:50.796906] [INFO ] [sig       ] [653/3539] Forecasting CFG...
[2025-12-30T20:18:50.796948] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-30T20:18:50.796990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-30T20:18:50.808451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-30T20:18:50.808828] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-30T20:18:50.809645] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-30T20:18:50.809699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:50.809732] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:50.809760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:50.809818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:50.871392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:50.872307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:50.872389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:50.872421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:50.990978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:50.991153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:50.991196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:50.991224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:50.994589] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-30T20:18:50.994860] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-30T20:18:50.994981] [INFO ] [sig       ] CFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:51.145225] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CFG.txt
[2025-12-30T20:18:51.145395] [INFO ] [sig       ] [653/3539] Completed CFG in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:51.145435] [INFO ] [sig       ] [654/3539] Forecasting CFO...
[2025-12-30T20:18:51.145465] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-30T20:18:51.145496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-30T20:18:51.157782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-30T20:18:51.158344] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-30T20:18:51.159381] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-30T20:18:51.159432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:51.159475] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:51.159502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:51.159559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:51.217727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:51.219045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:51.219135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:51.219167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:51.332679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:51.332838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:51.332881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:51.332909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:51.336395] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-30T20:18:51.336709] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-30T20:18:51.336845] [INFO ] [sig       ] CFO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:51.596869] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CFO.txt
[2025-12-30T20:18:51.597122] [INFO ] [sig       ] [654/3539] Completed CFO in 0.5s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:51.597191] [INFO ] [sig       ] [655/3539] Forecasting CG...
[2025-12-30T20:18:51.597244] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-30T20:18:51.597295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-30T20:18:51.614485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-30T20:18:51.614991] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-30T20:18:51.616132] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-30T20:18:51.616202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:51.616252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:51.616296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:51.616390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:51.700762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:51.701858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:51.701973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:51.702014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:51.846000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:51.846164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:51.846206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:51.846237] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:51.850543] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-30T20:18:51.851045] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-30T20:18:51.851247] [INFO ] [sig       ] CG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:52.039878] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CG.txt
[2025-12-30T20:18:52.040050] [INFO ] [sig       ] [655/3539] Completed CG in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:52.040090] [INFO ] [sig       ] [656/3539] Forecasting CGABL...
[2025-12-30T20:18:52.040121] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-30T20:18:52.040151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-30T20:18:52.053146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-30T20:18:52.053613] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-30T20:18:52.054464] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-30T20:18:52.054519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:52.054604] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:52.054635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:52.054694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:52.130653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:52.131778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:52.131889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:52.131934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:52.269387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:52.269621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:52.269688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:52.269738] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:52.275084] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-30T20:18:52.275530] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-30T20:18:52.275740] [INFO ] [sig       ] CGABL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:52.422715] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGABL.txt
[2025-12-30T20:18:52.422878] [INFO ] [sig       ] [656/3539] Completed CGABL in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:52.423108] [INFO ] [sig       ] [657/3539] Forecasting CGBD...
[2025-12-30T20:18:52.423137] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-30T20:18:52.423167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-30T20:18:52.435668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-30T20:18:52.436070] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-30T20:18:52.436908] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-30T20:18:52.436961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:52.436993] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:52.437019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:52.437083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:52.495038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:52.495972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:52.496069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:52.496102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:52.617042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:52.617194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:52.617239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:52.617268] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:52.620761] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-12-30T20:18:52.621037] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-30T20:18:52.621160] [INFO ] [sig       ] CGBD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:52.764280] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGBD.txt
[2025-12-30T20:18:52.764413] [INFO ] [sig       ] [657/3539] Completed CGBD in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:52.764452] [INFO ] [sig       ] [658/3539] Forecasting CGC...
[2025-12-30T20:18:52.764488] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-30T20:18:52.764520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-30T20:18:52.776177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-30T20:18:52.776561] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-30T20:18:52.777350] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-30T20:18:52.777402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:52.777434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:52.777461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:52.777517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:52.838646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:52.839626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:52.839718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:52.839750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:52.961460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:52.961642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:52.961695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:52.961725] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:52.965142] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-30T20:18:52.965422] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-30T20:18:52.965547] [INFO ] [sig       ] CGC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:53.108594] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CGC.txt
[2025-12-30T20:18:53.108770] [INFO ] [sig       ] [658/3539] Completed CGC in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:53.108810] [INFO ] [sig       ] [659/3539] Forecasting CGEM...
[2025-12-30T20:18:53.108840] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-30T20:18:53.108871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-30T20:18:53.120385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-30T20:18:53.120697] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-30T20:18:53.121478] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-30T20:18:53.121530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:53.121560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:53.121611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:53.121670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:53.179928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:53.180795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:53.180897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:53.180937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:53.302460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:53.302638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:53.302683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:53.302747] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:53.306244] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-30T20:18:53.306558] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-30T20:18:53.306714] [INFO ] [sig       ] CGEM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:53.454636] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGEM.txt
[2025-12-30T20:18:53.454798] [INFO ] [sig       ] [659/3539] Completed CGEM in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:53.454838] [INFO ] [sig       ] [660/3539] Forecasting CGEN...
[2025-12-30T20:18:53.454869] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-30T20:18:53.454899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-30T20:18:53.468081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-30T20:18:53.468448] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-30T20:18:53.469353] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-30T20:18:53.469417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:53.469455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:53.469484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:53.469541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:53.527640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:53.528488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:53.528592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:53.528628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:53.647210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:53.647362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:53.647404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:53.647432] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:53.650814] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-30T20:18:53.651082] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-30T20:18:53.651203] [INFO ] [sig       ] CGEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:53.790502] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGEN.txt
[2025-12-30T20:18:53.790661] [INFO ] [sig       ] [660/3539] Completed CGEN in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:53.790702] [INFO ] [sig       ] [661/3539] Forecasting CGNX...
[2025-12-30T20:18:53.790731] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-30T20:18:53.790761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-30T20:18:53.802503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-30T20:18:53.802924] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-30T20:18:53.803735] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-30T20:18:53.803788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:53.803822] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:53.803848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:53.803905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:53.861249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:53.862144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:53.862236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:53.862267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:53.982923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:53.983079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:53.983121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:53.983166] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:53.986920] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-30T20:18:53.987273] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-30T20:18:53.987411] [INFO ] [sig       ] CGNX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:54.137549] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGNX.txt
[2025-12-30T20:18:54.137718] [INFO ] [sig       ] [661/3539] Completed CGNX in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:54.137758] [INFO ] [sig       ] [662/3539] Forecasting CGO...
[2025-12-30T20:18:54.137788] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-30T20:18:54.137824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-30T20:18:54.149177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-30T20:18:54.149525] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-30T20:18:54.150333] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-30T20:18:54.150387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:54.150421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:54.150449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:54.150506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:54.211815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:54.212836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:54.212925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:54.213148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:54.330648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:54.330807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:54.330866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:54.330917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:54.334470] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-30T20:18:54.334801] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-30T20:18:54.334936] [INFO ] [sig       ] CGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:54.482447] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGO.txt
[2025-12-30T20:18:54.482619] [INFO ] [sig       ] [662/3539] Completed CGO in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:54.482662] [INFO ] [sig       ] [663/3539] Forecasting CGON...
[2025-12-30T20:18:54.482694] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-30T20:18:54.482726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-30T20:18:54.496312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-30T20:18:54.496676] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-30T20:18:54.497480] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-30T20:18:54.497535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:54.497568] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:54.497625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:54.497684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:54.560014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:54.560968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:54.561062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:54.561129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:54.686221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:54.686374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:54.686416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:54.686446] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:54.690015] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-30T20:18:54.690321] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-30T20:18:54.690469] [INFO ] [sig       ] CGON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:54.864104] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CGON.txt
[2025-12-30T20:18:54.864278] [INFO ] [sig       ] [663/3539] Completed CGON in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:54.864320] [INFO ] [sig       ] [664/3539] Forecasting CGTX...
[2025-12-30T20:18:54.864350] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-30T20:18:54.864381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-30T20:18:54.876879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-30T20:18:54.877328] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-30T20:18:54.878347] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-30T20:18:54.878404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:54.878437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:54.878463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:54.878526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:54.940858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:54.941786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:54.941882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:54.941916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:55.072857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:55.073023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:55.073065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:55.073095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:55.076696] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-12-30T20:18:55.076979] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-30T20:18:55.077110] [INFO ] [sig       ] CGTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:55.227161] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CGTX.txt
[2025-12-30T20:18:55.227328] [INFO ] [sig       ] [664/3539] Completed CGTX in 0.4s | 2.88 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-30T20:18:55.227369] [INFO ] [sig       ] [665/3539] Forecasting CHCI...
[2025-12-30T20:18:55.227399] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-30T20:18:55.227433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-30T20:18:55.239742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-30T20:18:55.240143] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-30T20:18:55.240956] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-30T20:18:55.241010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:55.241041] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:55.241067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:55.241135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:55.301381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:55.302266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:55.302360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:55.302394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:55.425416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:55.425588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:55.425634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:55.425663] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:55.429225] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-30T20:18:55.429520] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-30T20:18:55.429682] [INFO ] [sig       ] CHCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:55.592365] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHCI.txt
[2025-12-30T20:18:55.592522] [INFO ] [sig       ] [665/3539] Completed CHCI in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:55.592563] [INFO ] [sig       ] [666/3539] Forecasting CHCO...
[2025-12-30T20:18:55.592610] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-30T20:18:55.592641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-30T20:18:55.604727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-30T20:18:55.605128] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-30T20:18:55.606019] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-30T20:18:55.606074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:55.606107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:55.606135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:55.606194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:55.662347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:55.663210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:55.663352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:55.663413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:55.789538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:55.789717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:55.789760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:55.789790] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:55.793382] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-30T20:18:55.793766] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-30T20:18:55.793903] [INFO ] [sig       ] CHCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:55.942330] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHCO.txt
[2025-12-30T20:18:55.942482] [INFO ] [sig       ] [666/3539] Completed CHCO in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:55.942523] [INFO ] [sig       ] [667/3539] Forecasting CHD...
[2025-12-30T20:18:55.942556] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-30T20:18:55.942625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-30T20:18:55.954652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-30T20:18:55.955009] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-30T20:18:55.955959] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-30T20:18:55.956023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:55.956061] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:55.956088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:55.956168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:56.016782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:56.018070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:56.018180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:56.018229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:56.158382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:56.158536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:56.158596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:56.158630] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:56.162434] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-12-30T20:18:56.162770] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-30T20:18:56.162917] [INFO ] [sig       ] CHD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:56.307411] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHD.txt
[2025-12-30T20:18:56.307598] [INFO ] [sig       ] [667/3539] Completed CHD in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:56.307646] [INFO ] [sig       ] [668/3539] Forecasting CHDN...
[2025-12-30T20:18:56.307678] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-30T20:18:56.307707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-30T20:18:56.320032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-30T20:18:56.320325] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-30T20:18:56.321235] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-30T20:18:56.321289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:56.321321] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:56.321349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:56.321407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:56.380613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:56.381239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:56.381324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:56.381357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:56.502351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:56.502508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:56.502549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:56.502597] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:56.505875] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-30T20:18:56.506146] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-30T20:18:56.506267] [INFO ] [sig       ] CHDN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:56.645181] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHDN.txt
[2025-12-30T20:18:56.645306] [INFO ] [sig       ] [668/3539] Completed CHDN in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:56.645345] [INFO ] [sig       ] [669/3539] Forecasting CHE...
[2025-12-30T20:18:56.645373] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-30T20:18:56.645405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-30T20:18:56.656429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-30T20:18:56.656737] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-30T20:18:56.657492] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-30T20:18:56.657544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:56.657595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:56.657624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:56.657681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:56.714325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:56.715096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:56.715178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:56.715210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:56.847709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:56.847861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:56.847903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:56.847931] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:56.851426] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-12-30T20:18:56.851718] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-30T20:18:56.851842] [INFO ] [sig       ] CHE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:56.997099] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHE.txt
[2025-12-30T20:18:56.997321] [INFO ] [sig       ] [669/3539] Completed CHE in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:56.997379] [INFO ] [sig       ] [670/3539] Forecasting CHEF...
[2025-12-30T20:18:56.997422] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-30T20:18:56.997466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-30T20:18:57.009494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-30T20:18:57.009880] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-30T20:18:57.010741] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-30T20:18:57.010797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:57.010830] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:57.010857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:57.010915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:57.069036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:57.069833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:57.069917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:57.069954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:57.187194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:57.187351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:57.187393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:57.187421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:57.190782] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=61.83%)
[2025-12-30T20:18:57.191058] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-30T20:18:57.191184] [INFO ] [sig       ] CHEF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:57.337680] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHEF.txt
[2025-12-30T20:18:57.337862] [INFO ] [sig       ] [670/3539] Completed CHEF in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:57.337906] [INFO ] [sig       ] [671/3539] Forecasting CHH...
[2025-12-30T20:18:57.337938] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-30T20:18:57.337974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-30T20:18:57.350748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-30T20:18:57.351178] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-30T20:18:57.352137] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-30T20:18:57.352194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:57.352226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:57.352254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:57.352332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:57.417224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:57.418176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:57.418288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:57.418324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:57.545456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:57.545625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:57.545671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:57.545701] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:57.549231] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-30T20:18:57.549508] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-30T20:18:57.549663] [INFO ] [sig       ] CHH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:57.698992] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHH.txt
[2025-12-30T20:18:57.699131] [INFO ] [sig       ] [671/3539] Completed CHH in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:57.699172] [INFO ] [sig       ] [672/3539] Forecasting CHI...
[2025-12-30T20:18:57.699201] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-30T20:18:57.699231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-30T20:18:57.710988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-30T20:18:57.711300] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-30T20:18:57.712109] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-30T20:18:57.712161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:57.712193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:57.712219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:57.712276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:57.771142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:57.771968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:57.772052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:57.772084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:57.898236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:57.898394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:57.898436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:57.898464] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:57.901900] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-30T20:18:57.902218] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-30T20:18:57.902351] [INFO ] [sig       ] CHI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:58.050191] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHI.txt
[2025-12-30T20:18:58.050345] [INFO ] [sig       ] [672/3539] Completed CHI in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:58.050385] [INFO ] [sig       ] [673/3539] Forecasting CHKP...
[2025-12-30T20:18:58.050416] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-30T20:18:58.050447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-30T20:18:58.061657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-30T20:18:58.061973] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-30T20:18:58.062755] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-30T20:18:58.062807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:58.062864] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:58.062892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:58.062949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:58.124159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:58.125007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:58.125092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:58.125126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:58.247779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:58.247937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:58.247979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:58.248007] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:58.251361] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-30T20:18:58.251659] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-30T20:18:58.251787] [INFO ] [sig       ] CHKP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:58.398472] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHKP.txt
[2025-12-30T20:18:58.398641] [INFO ] [sig       ] [673/3539] Completed CHKP in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:58.398682] [INFO ] [sig       ] [674/3539] Forecasting CHMI...
[2025-12-30T20:18:58.398713] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-30T20:18:58.398776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-30T20:18:58.411305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-30T20:18:58.411638] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-30T20:18:58.412409] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-30T20:18:58.412463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:58.412499] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:58.412527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:58.412605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:58.470524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:58.471266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:58.471348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:58.471381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:58.591710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:58.591897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:58.591942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:58.591972] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:58.595470] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-30T20:18:58.595763] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-30T20:18:58.595890] [INFO ] [sig       ] CHMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:18:58.737071] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHMI.txt
[2025-12-30T20:18:58.737194] [INFO ] [sig       ] [674/3539] Completed CHMI in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:58.737232] [INFO ] [sig       ] [675/3539] Forecasting CHRD...
[2025-12-30T20:18:58.737260] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-30T20:18:58.737289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-30T20:18:58.748804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-30T20:18:58.749282] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-30T20:18:58.750056] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-30T20:18:58.750108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:58.750141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:58.750167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:58.750224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:58.807432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:58.808155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:58.808256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:58.808290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:58.928382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:58.928543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:58.928600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:58.928630] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:58.932383] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-30T20:18:58.932689] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-30T20:18:58.932818] [INFO ] [sig       ] CHRD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:59.076754] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHRD.txt
[2025-12-30T20:18:59.076904] [INFO ] [sig       ] [675/3539] Completed CHRD in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:59.076946] [INFO ] [sig       ] [676/3539] Forecasting CHRS...
[2025-12-30T20:18:59.076974] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-30T20:18:59.077005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-30T20:18:59.088714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-30T20:18:59.089073] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-30T20:18:59.089861] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-30T20:18:59.089913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:59.089945] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:59.089972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:59.090030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:59.150129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:59.150991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:59.151262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:59.151295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:59.283846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:59.284019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:59.284266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:59.284341] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:59.289127] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-30T20:18:59.289474] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-30T20:18:59.289668] [INFO ] [sig       ] CHRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:59.431185] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHRS.txt
[2025-12-30T20:18:59.431309] [INFO ] [sig       ] [676/3539] Completed CHRS in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:59.431347] [INFO ] [sig       ] [677/3539] Forecasting CHSCL...
[2025-12-30T20:18:59.431377] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-30T20:18:59.431406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-30T20:18:59.442489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-30T20:18:59.442777] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-30T20:18:59.443527] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-30T20:18:59.443597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:59.443631] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:59.443658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:59.443715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:59.500434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:59.501228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:59.501310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:59.501342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:59.620583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:59.620741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:59.620785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:59.620814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:59.624484] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-30T20:18:59.624780] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-30T20:18:59.624903] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:18:59.772909] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHSCL.txt
[2025-12-30T20:18:59.773068] [INFO ] [sig       ] [677/3539] Completed CHSCL in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:18:59.773109] [INFO ] [sig       ] [678/3539] Forecasting CHSCM...
[2025-12-30T20:18:59.773139] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-30T20:18:59.773169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-30T20:18:59.785402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-30T20:18:59.785696] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-30T20:18:59.786444] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-30T20:18:59.786506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:18:59.786538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:18:59.786565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:18:59.786656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:18:59.845454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:18:59.846374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:18:59.846464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:18:59.846497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:18:59.958868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:18:59.959022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:18:59.959062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:18:59.959090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:18:59.962381] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-30T20:18:59.962668] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-30T20:18:59.962789] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:00.104158] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHSCM.txt
[2025-12-30T20:19:00.104295] [INFO ] [sig       ] [678/3539] Completed CHSCM in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:19:00.104333] [INFO ] [sig       ] [679/3539] Forecasting CHSCN...
[2025-12-30T20:19:00.104363] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-30T20:19:00.104394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-30T20:19:00.117229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-30T20:19:00.117528] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-30T20:19:00.118497] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-30T20:19:00.118550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:00.118599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:00.118628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:00.118685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:00.176975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:00.177691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:00.177778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:00.177810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:00.291642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:00.291831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:00.291872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:00.291911] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:00.295644] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-30T20:19:00.296089] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-30T20:19:00.296269] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:00.449357] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHSCN.txt
[2025-12-30T20:19:00.449535] [INFO ] [sig       ] [679/3539] Completed CHSCN in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:19:00.449593] [INFO ] [sig       ] [680/3539] Forecasting CHSCO...
[2025-12-30T20:19:00.449626] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-30T20:19:00.449656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-30T20:19:00.461301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-30T20:19:00.461688] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-30T20:19:00.462473] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-30T20:19:00.462526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:00.462558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:00.462608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:00.462667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:00.528393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:00.529627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:00.529741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:00.529790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:00.660100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:00.660267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:00.660310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:00.660341] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:00.664185] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-30T20:19:00.664534] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-30T20:19:00.664737] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:00.809851] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHSCO.txt
[2025-12-30T20:19:00.810008] [INFO ] [sig       ] [680/3539] Completed CHSCO in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:19:00.810050] [INFO ] [sig       ] [681/3539] Forecasting CHSCP...
[2025-12-30T20:19:00.810080] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-30T20:19:00.810111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-30T20:19:00.822109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-30T20:19:00.822453] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-30T20:19:00.823357] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-30T20:19:00.823410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:00.823442] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:00.823469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:00.823526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:00.879653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:00.880466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:00.880551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:00.880604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:00.985026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:00.985185] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:19:00.985227] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:00.985256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:00.988597] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-30T20:19:00.988895] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-30T20:19:00.989020] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:01.141240] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHSCP.txt
[2025-12-30T20:19:01.141435] [INFO ] [sig       ] [681/3539] Completed CHSCP in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-30T20:19:01.141490] [INFO ] [sig       ] [682/3539] Forecasting CHWY...
[2025-12-30T20:19:01.141525] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-30T20:19:01.141557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-30T20:19:01.154017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-30T20:19:01.154463] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-30T20:19:01.155418] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-30T20:19:01.155476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:01.155509] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:01.155538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:01.155617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:01.219853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:01.220801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:01.220886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:01.220921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:01.350661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:01.350812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:01.350855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:01.350885] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:01.354318] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-30T20:19:01.354614] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-30T20:19:01.354743] [INFO ] [sig       ] CHWY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:01.510707] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CHWY.txt
[2025-12-30T20:19:01.510879] [INFO ] [sig       ] [682/3539] Completed CHWY in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:01.510936] [INFO ] [sig       ] [683/3539] Forecasting CHY...
[2025-12-30T20:19:01.510987] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-30T20:19:01.511031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-30T20:19:01.524114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-30T20:19:01.524442] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-30T20:19:01.525533] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-30T20:19:01.525620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:01.525664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:01.525698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:01.525782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:01.588873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:01.589733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:01.589849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:01.589883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:01.731734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:01.731920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:01.731988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:01.732030] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:01.737285] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-30T20:19:01.737801] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-30T20:19:01.738011] [INFO ] [sig       ] CHY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:01.914442] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CHY.txt
[2025-12-30T20:19:01.914594] [INFO ] [sig       ] [683/3539] Completed CHY in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:01.914636] [INFO ] [sig       ] [684/3539] Forecasting CI...
[2025-12-30T20:19:01.914666] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-30T20:19:01.914697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-30T20:19:01.926043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-30T20:19:01.926317] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-30T20:19:01.927084] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-30T20:19:01.927136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:01.927167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:01.927194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:01.927250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:01.985675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:01.986499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:01.986606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:01.986641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:02.113454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:02.113634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:02.113678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:02.113706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:02.117371] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-30T20:19:02.117727] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-30T20:19:02.117866] [INFO ] [sig       ] CI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:02.271392] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CI.txt
[2025-12-30T20:19:02.271545] [INFO ] [sig       ] [684/3539] Completed CI in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:02.271608] [INFO ] [sig       ] [685/3539] Forecasting CIA...
[2025-12-30T20:19:02.271641] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-30T20:19:02.271672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-30T20:19:02.283926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-30T20:19:02.284288] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-30T20:19:02.285244] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-30T20:19:02.285308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:02.285356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:02.285397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:02.285481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:02.348899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:02.349953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:02.350055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:02.350093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:02.476439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:02.476638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:02.476712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:02.476744] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:02.480277] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-30T20:19:02.480561] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-30T20:19:02.480704] [INFO ] [sig       ] CIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:02.621972] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CIA.txt
[2025-12-30T20:19:02.622134] [INFO ] [sig       ] [685/3539] Completed CIA in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:02.622176] [INFO ] [sig       ] [686/3539] Forecasting CIB...
[2025-12-30T20:19:02.622207] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-30T20:19:02.622239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-30T20:19:02.634182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-30T20:19:02.634559] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-30T20:19:02.635401] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-30T20:19:02.635457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:02.635491] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:02.635519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:02.635613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:02.692504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:02.693371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:02.693454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:02.693487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:02.814654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:02.814816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:02.814857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:02.814886] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:02.818261] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-30T20:19:02.818553] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-30T20:19:02.818701] [INFO ] [sig       ] CIB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:02.974523] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIB.txt
[2025-12-30T20:19:02.974717] [INFO ] [sig       ] [686/3539] Completed CIB in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:02.974758] [INFO ] [sig       ] [687/3539] Forecasting CIEN...
[2025-12-30T20:19:02.974787] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-30T20:19:02.974818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-30T20:19:02.986105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-30T20:19:02.986414] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-30T20:19:02.987202] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-30T20:19:02.987256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:02.987288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:02.987315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:02.987373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:03.045589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:03.046429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:03.046518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:03.046552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:03.173791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:03.173971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:03.174013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:03.174041] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:03.177470] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-30T20:19:03.177767] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-30T20:19:03.177898] [INFO ] [sig       ] CIEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:03.320967] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIEN.txt
[2025-12-30T20:19:03.321157] [INFO ] [sig       ] [687/3539] Completed CIEN in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:03.321200] [INFO ] [sig       ] [688/3539] Forecasting CIF...
[2025-12-30T20:19:03.321232] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-30T20:19:03.321266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-30T20:19:03.333470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-30T20:19:03.333758] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-30T20:19:03.334546] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-30T20:19:03.334618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:03.334653] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:03.334682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:03.334741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:03.394938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:03.395709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:03.395793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:03.395827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:03.502177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:03.502331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:03.502374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:03.502404] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:03.505968] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-30T20:19:03.506248] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-30T20:19:03.506379] [INFO ] [sig       ] CIF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:03.650489] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIF.txt
[2025-12-30T20:19:03.650661] [INFO ] [sig       ] [688/3539] Completed CIF in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:03.650703] [INFO ] [sig       ] [689/3539] Forecasting CIG...
[2025-12-30T20:19:03.650733] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-30T20:19:03.650763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-30T20:19:03.663187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-30T20:19:03.663470] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-30T20:19:03.664273] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-30T20:19:03.664324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:03.664366] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:03.664394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:03.664452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:03.720621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:03.721232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:03.721309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:03.721341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:03.837377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:03.837530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:03.837588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:03.837621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:03.840966] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-30T20:19:03.841235] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-30T20:19:03.841360] [INFO ] [sig       ] CIG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:03.986199] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CIG.txt
[2025-12-30T20:19:03.986348] [INFO ] [sig       ] [689/3539] Completed CIG in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:03.986389] [INFO ] [sig       ] [690/3539] Forecasting CIGI...
[2025-12-30T20:19:03.986421] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-30T20:19:03.986451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-30T20:19:03.998265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-30T20:19:03.998610] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-30T20:19:03.999420] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-30T20:19:03.999474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:03.999535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:03.999565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:03.999645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:04.060042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:04.060864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:04.060950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:04.060984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:04.205078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:04.205272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:04.205345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:04.205396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:04.210568] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-30T20:19:04.211014] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-30T20:19:04.211204] [INFO ] [sig       ] CIGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:04.453450] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIGI.txt
[2025-12-30T20:19:04.453676] [INFO ] [sig       ] [690/3539] Completed CIGI in 0.5s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:04.453748] [INFO ] [sig       ] [691/3539] Forecasting CII...
[2025-12-30T20:19:04.453800] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-30T20:19:04.453852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-30T20:19:04.466500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-30T20:19:04.466902] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-30T20:19:04.467681] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-30T20:19:04.467734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:04.467766] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:04.467793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:04.467851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:04.524402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:04.525029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:04.525109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:04.525141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:04.644260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:04.644408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:04.644449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:04.644478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:04.647804] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-30T20:19:04.648083] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-30T20:19:04.648203] [INFO ] [sig       ] CII: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:04.798537] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CII.txt
[2025-12-30T20:19:04.798676] [INFO ] [sig       ] [691/3539] Completed CII in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:04.798714] [INFO ] [sig       ] [692/3539] Forecasting CIM...
[2025-12-30T20:19:04.798765] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-30T20:19:04.798796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-30T20:19:04.814643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-30T20:19:04.815092] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-30T20:19:04.816198] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-30T20:19:04.816262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:04.816313] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:04.816358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:04.816450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:04.914688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:04.916000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:04.916122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:04.916178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:05.065758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:05.065915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:05.065956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:05.065985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:05.069322] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-30T20:19:05.069612] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-30T20:19:05.069738] [INFO ] [sig       ] CIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:05.209963] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIM.txt
[2025-12-30T20:19:05.210116] [INFO ] [sig       ] [692/3539] Completed CIM in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:05.210157] [INFO ] [sig       ] [693/3539] Forecasting CINF...
[2025-12-30T20:19:05.210192] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-30T20:19:05.210226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-30T20:19:05.221641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-30T20:19:05.221886] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-30T20:19:05.222657] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-30T20:19:05.222709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:05.222740] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:05.222766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:05.222823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:05.279717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:05.280464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:05.280548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:05.280601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:05.400004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:05.400163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:05.400204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:05.400232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:05.403620] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-12-30T20:19:05.403895] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-30T20:19:05.404019] [INFO ] [sig       ] CINF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:05.546260] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CINF.txt
[2025-12-30T20:19:05.546414] [INFO ] [sig       ] [693/3539] Completed CINF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:05.546455] [INFO ] [sig       ] [694/3539] Forecasting CING...
[2025-12-30T20:19:05.546484] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-30T20:19:05.546515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-30T20:19:05.557471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-30T20:19:05.557792] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-30T20:19:05.558534] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-30T20:19:05.558603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:05.558636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:05.558664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:05.558743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:05.618876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:05.619850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:05.619933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:05.619966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:05.733681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:05.733839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:05.733880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:05.733910] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:05.737338] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-30T20:19:05.737636] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-30T20:19:05.737767] [INFO ] [sig       ] CING: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:05.882911] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CING.txt
[2025-12-30T20:19:05.883070] [INFO ] [sig       ] [694/3539] Completed CING in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:05.883111] [INFO ] [sig       ] [695/3539] Forecasting CIO...
[2025-12-30T20:19:05.883141] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-30T20:19:05.883171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-30T20:19:05.894936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-30T20:19:05.895337] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-30T20:19:05.896175] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-30T20:19:05.896228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:05.896259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:05.896285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:05.896342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:05.953628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:05.954455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:05.954540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:05.954590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:06.072200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:06.072359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:06.072400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:06.072428] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:06.075918] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-30T20:19:06.076188] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-30T20:19:06.076307] [INFO ] [sig       ] CIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:06.221074] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIO.txt
[2025-12-30T20:19:06.221200] [INFO ] [sig       ] [695/3539] Completed CIO in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:06.221238] [INFO ] [sig       ] [696/3539] Forecasting CION...
[2025-12-30T20:19:06.221267] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-30T20:19:06.221297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-30T20:19:06.233913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-30T20:19:06.234254] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-30T20:19:06.235067] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-30T20:19:06.235122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:06.235153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:06.235179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:06.235237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:06.293490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:06.294234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:06.294319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:06.294354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:06.431569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:06.431766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:06.431808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:06.431854] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:06.435365] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-30T20:19:06.435671] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-30T20:19:06.435798] [INFO ] [sig       ] CION: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:06.581661] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CION.txt
[2025-12-30T20:19:06.581810] [INFO ] [sig       ] [696/3539] Completed CION in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:06.581850] [INFO ] [sig       ] [697/3539] Forecasting CIVB...
[2025-12-30T20:19:06.581879] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-30T20:19:06.581909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-30T20:19:06.593386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-30T20:19:06.593801] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-30T20:19:06.594658] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-30T20:19:06.594714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:06.594747] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:06.594774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:06.594833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:06.653877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:06.654801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:06.654892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:06.654927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:06.775456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:06.775630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:06.775675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:06.775705] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:06.779188] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-30T20:19:06.779477] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-30T20:19:06.779627] [INFO ] [sig       ] CIVB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:06.919803] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIVB.txt
[2025-12-30T20:19:06.919932] [INFO ] [sig       ] [697/3539] Completed CIVB in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:06.919972] [INFO ] [sig       ] [698/3539] Forecasting CIVI...
[2025-12-30T20:19:06.920001] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-30T20:19:06.920031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-30T20:19:06.932364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-30T20:19:06.932766] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-30T20:19:06.933601] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-30T20:19:06.933654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:06.933686] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:06.933712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:06.933770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:06.997183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:06.998086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:06.998177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:06.998211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:07.120635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:07.120801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:07.120842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:07.120871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:07.124396] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-30T20:19:07.124703] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-30T20:19:07.124836] [INFO ] [sig       ] CIVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:07.271141] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CIVI.txt
[2025-12-30T20:19:07.271282] [INFO ] [sig       ] [698/3539] Completed CIVI in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-30T20:19:07.271324] [INFO ] [sig       ] [699/3539] Forecasting CLB...
[2025-12-30T20:19:07.271352] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-30T20:19:07.271382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-30T20:19:07.282995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-30T20:19:07.283342] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-30T20:19:07.284132] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-30T20:19:07.284186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:07.284219] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:07.284247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:07.284310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:07.342505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:07.343339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:07.343425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:07.343458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:07.460129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:07.460288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:07.460329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:07.460359] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:07.463718] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-30T20:19:07.463995] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-30T20:19:07.464122] [INFO ] [sig       ] CLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:07.626459] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLB.txt
[2025-12-30T20:19:07.626657] [INFO ] [sig       ] [699/3539] Completed CLB in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-30T20:19:07.626702] [INFO ] [sig       ] [700/3539] Forecasting CLBK...
[2025-12-30T20:19:07.626732] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-30T20:19:07.626763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-30T20:19:07.641076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-30T20:19:07.641414] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-30T20:19:07.642196] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-30T20:19:07.642248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:07.642280] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:07.642307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:07.642376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:07.698290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:07.699089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:07.699203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:07.699236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:07.811340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:07.811503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:07.811545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:07.811598] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:07.814934] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-30T20:19:07.815207] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-30T20:19:07.815328] [INFO ] [sig       ] CLBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:07.955229] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLBK.txt
[2025-12-30T20:19:07.955385] [INFO ] [sig       ] [700/3539] Completed CLBK in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-30T20:19:07.955427] [INFO ] [sig       ] [701/3539] Forecasting CLCO...
[2025-12-30T20:19:07.955458] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-30T20:19:07.955489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-30T20:19:07.966465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-30T20:19:07.966811] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-30T20:19:07.967562] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-30T20:19:07.967639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:07.967670] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:07.967696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:07.967753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:08.026808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:08.027641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:08.027725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:08.027759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:08.147773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:08.147939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:08.147989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:08.148020] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:08.152740] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-30T20:19:08.153075] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-30T20:19:08.153221] [INFO ] [sig       ] CLCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:08.296225] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLCO.txt
[2025-12-30T20:19:08.296368] [INFO ] [sig       ] [701/3539] Completed CLCO in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-30T20:19:08.296408] [INFO ] [sig       ] [702/3539] Forecasting CLDX...
[2025-12-30T20:19:08.296438] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-30T20:19:08.296468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-30T20:19:08.307449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-30T20:19:08.307802] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-30T20:19:08.308639] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-30T20:19:08.308704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:08.308764] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:08.308793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:08.308853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:08.367734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:08.368526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:08.368626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:08.368662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:08.491853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:08.492058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:08.492106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:08.492137] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:08.495703] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-30T20:19:08.495990] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-30T20:19:08.496118] [INFO ] [sig       ] CLDX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:08.640801] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLDX.txt
[2025-12-30T20:19:08.640953] [INFO ] [sig       ] [702/3539] Completed CLDX in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:08.641016] [INFO ] [sig       ] [703/3539] Forecasting CLF...
[2025-12-30T20:19:08.641053] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-30T20:19:08.641085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-30T20:19:08.653657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-30T20:19:08.654073] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-30T20:19:08.654951] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-30T20:19:08.655006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:08.655039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:08.655066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:08.655125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:08.716234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:08.717102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:08.717191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:08.717224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:08.843135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:08.843291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:08.843331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:08.843361] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:08.846766] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-30T20:19:08.847039] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-30T20:19:08.847164] [INFO ] [sig       ] CLF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:08.987225] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLF.txt
[2025-12-30T20:19:08.987402] [INFO ] [sig       ] [703/3539] Completed CLF in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:08.987444] [INFO ] [sig       ] [704/3539] Forecasting CLFD...
[2025-12-30T20:19:08.987475] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-30T20:19:08.987507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-30T20:19:08.999799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-30T20:19:09.000215] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-30T20:19:09.001015] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-30T20:19:09.001069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:09.001105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:09.001132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:09.001189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:09.059514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:09.060373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:09.060462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:09.060495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:09.185324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:09.185502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:09.185547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:09.185598] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:09.189202] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-30T20:19:09.189479] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-30T20:19:09.189634] [INFO ] [sig       ] CLFD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:09.332875] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLFD.txt
[2025-12-30T20:19:09.333007] [INFO ] [sig       ] [704/3539] Completed CLFD in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:09.333053] [INFO ] [sig       ] [705/3539] Forecasting CLH...
[2025-12-30T20:19:09.333083] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-30T20:19:09.333114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-30T20:19:09.344509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-30T20:19:09.344807] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-30T20:19:09.345592] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-30T20:19:09.345647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:09.345681] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:09.345719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:09.345780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:09.405374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:09.405984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:09.406067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:09.406100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:09.529196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:09.529349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:09.529391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:09.529422] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:09.532971] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-30T20:19:09.533267] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-30T20:19:09.533403] [INFO ] [sig       ] CLH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:09.685170] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLH.txt
[2025-12-30T20:19:09.685345] [INFO ] [sig       ] [705/3539] Completed CLH in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:09.685405] [INFO ] [sig       ] [706/3539] Forecasting CLLS...
[2025-12-30T20:19:09.685450] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-30T20:19:09.685487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-30T20:19:09.697292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-30T20:19:09.697658] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-30T20:19:09.698518] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-30T20:19:09.698601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:09.698651] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:09.698695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:09.698810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:09.760095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:09.760817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:09.760909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:09.760960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:09.886608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:09.886758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:09.886801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:09.886831] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:09.891015] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-30T20:19:09.891332] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-30T20:19:09.891465] [INFO ] [sig       ] CLLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:10.042810] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLLS.txt
[2025-12-30T20:19:10.042973] [INFO ] [sig       ] [706/3539] Completed CLLS in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:10.043022] [INFO ] [sig       ] [707/3539] Forecasting CLMB...
[2025-12-30T20:19:10.043053] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-30T20:19:10.043086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-30T20:19:10.054906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-30T20:19:10.055262] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-30T20:19:10.056128] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-30T20:19:10.056181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:10.056240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:10.056269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:10.056328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:10.119318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:10.120215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:10.120302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:10.120336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:10.241622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:10.241771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:10.241810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:10.241838] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:10.245132] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-12-30T20:19:10.245413] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-30T20:19:10.245532] [INFO ] [sig       ] CLMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:10.386260] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLMB.txt
[2025-12-30T20:19:10.386393] [INFO ] [sig       ] [707/3539] Completed CLMB in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:10.386433] [INFO ] [sig       ] [708/3539] Forecasting CLNE...
[2025-12-30T20:19:10.386461] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-30T20:19:10.386492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-30T20:19:10.397548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-30T20:19:10.397885] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-30T20:19:10.398682] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-30T20:19:10.398768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:10.398803] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:10.398830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:10.398891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:10.456926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:10.457817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:10.457904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:10.457937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:10.574453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:10.574614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:10.574656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:10.574685] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:10.578051] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-30T20:19:10.578327] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-30T20:19:10.578449] [INFO ] [sig       ] CLNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:10.716797] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CLNE.txt
[2025-12-30T20:19:10.716924] [INFO ] [sig       ] [708/3539] Completed CLNE in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:10.716962] [INFO ] [sig       ] [709/3539] Forecasting CLNN...
[2025-12-30T20:19:10.716991] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-30T20:19:10.717021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-30T20:19:10.727793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-30T20:19:10.728103] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-30T20:19:10.728929] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-30T20:19:10.728981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:10.729013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:10.729038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:10.729095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:10.786153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:10.787049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:10.787126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:10.787157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:10.906033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:10.906188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:10.906227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:10.906256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:10.909518] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-30T20:19:10.909797] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-30T20:19:10.909918] [INFO ] [sig       ] CLNN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:11.051687] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLNN.txt
[2025-12-30T20:19:11.051799] [INFO ] [sig       ] [709/3539] Completed CLNN in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:11.051836] [INFO ] [sig       ] [710/3539] Forecasting CLOA...
[2025-12-30T20:19:11.051865] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-30T20:19:11.051894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-30T20:19:11.062910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-30T20:19:11.063173] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-30T20:19:11.063934] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-30T20:19:11.063986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:11.064016] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:11.064043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:11.064100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:11.122133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:11.122733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:11.122811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:11.122842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:11.221478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:11.221642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:11.221683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:11.221741] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:11.226786] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-30T20:19:11.227077] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-30T20:19:11.227206] [INFO ] [sig       ] CLOA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:11.366712] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLOA.txt
[2025-12-30T20:19:11.366852] [INFO ] [sig       ] [710/3539] Completed CLOA in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:11.366891] [INFO ] [sig       ] [711/3539] Forecasting CLRB...
[2025-12-30T20:19:11.366921] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-30T20:19:11.366951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-30T20:19:11.380953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-30T20:19:11.381298] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-30T20:19:11.382079] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-30T20:19:11.382131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:11.382162] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:11.382188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:11.382245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:11.439103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:11.439727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:11.439805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:11.439837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:11.555054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:11.555169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:11.555206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:11.555234] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:11.558488] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-30T20:19:11.558785] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-30T20:19:11.558906] [INFO ] [sig       ] CLRB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:11.699536] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLRB.txt
[2025-12-30T20:19:11.699688] [INFO ] [sig       ] [711/3539] Completed CLRB in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:11.699728] [INFO ] [sig       ] [712/3539] Forecasting CLRO...
[2025-12-30T20:19:11.699758] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-30T20:19:11.699787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-30T20:19:11.711032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-30T20:19:11.711351] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-30T20:19:11.712185] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-30T20:19:11.712239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:11.712271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:11.712298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:11.712358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:11.770325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:11.771134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:11.771212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:11.771243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:11.887962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:11.888122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:11.888165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:11.888197] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:11.891621] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-30T20:19:11.891896] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-30T20:19:11.892024] [INFO ] [sig       ] CLRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:12.032013] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLRO.txt
[2025-12-30T20:19:12.032136] [INFO ] [sig       ] [712/3539] Completed CLRO in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:12.032175] [INFO ] [sig       ] [713/3539] Forecasting CLS...
[2025-12-30T20:19:12.032203] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-30T20:19:12.032233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-30T20:19:12.043911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-30T20:19:12.044197] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-30T20:19:12.045055] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-30T20:19:12.045110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:12.045151] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:12.045179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:12.045238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:12.106079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:12.107019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:12.107112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:12.107147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:12.229780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:12.229932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:12.229971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:12.229999] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:12.233302] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-30T20:19:12.233583] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-30T20:19:12.233717] [INFO ] [sig       ] CLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:12.374059] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLS.txt
[2025-12-30T20:19:12.374178] [INFO ] [sig       ] [713/3539] Completed CLS in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:12.374217] [INFO ] [sig       ] [714/3539] Forecasting CLX...
[2025-12-30T20:19:12.374247] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-30T20:19:12.374280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-30T20:19:12.386480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-30T20:19:12.386818] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-30T20:19:12.387666] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-30T20:19:12.387720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:12.387753] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:12.387781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:12.387841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:12.445646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:12.446262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:12.446339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:12.446371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:12.566212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:12.566353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:12.566392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:12.566420] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:12.569695] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=53.84%)
[2025-12-30T20:19:12.569961] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-30T20:19:12.570082] [INFO ] [sig       ] CLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:12.711952] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CLX.txt
[2025-12-30T20:19:12.712086] [INFO ] [sig       ] [714/3539] Completed CLX in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:12.712125] [INFO ] [sig       ] [715/3539] Forecasting CM...
[2025-12-30T20:19:12.712155] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-30T20:19:12.712184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-30T20:19:12.723975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-30T20:19:12.724303] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-30T20:19:12.725101] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-30T20:19:12.725156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:12.725188] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:12.725215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:12.725273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:12.782520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:12.783192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:12.783284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:12.783323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:12.900897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:12.901054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:12.901095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:12.901124] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:12.904588] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=36.35%)
[2025-12-30T20:19:12.904866] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-30T20:19:12.904996] [INFO ] [sig       ] CM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:13.045699] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CM.txt
[2025-12-30T20:19:13.045873] [INFO ] [sig       ] [715/3539] Completed CM in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:13.045914] [INFO ] [sig       ] [716/3539] Forecasting CMA...
[2025-12-30T20:19:13.045944] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-30T20:19:13.045976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-30T20:19:13.057873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-30T20:19:13.058236] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-30T20:19:13.059177] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-30T20:19:13.059243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:13.059283] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:13.059317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:13.059387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:13.118683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:13.119388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:13.119473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:13.119507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:13.243836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:13.243997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:13.244041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:13.244071] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:13.247532] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-30T20:19:13.247833] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-30T20:19:13.247975] [INFO ] [sig       ] CMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:13.397485] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMA.txt
[2025-12-30T20:19:13.397643] [INFO ] [sig       ] [716/3539] Completed CMA in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-30T20:19:13.397687] [INFO ] [sig       ] [717/3539] Forecasting CMC...
[2025-12-30T20:19:13.397725] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-30T20:19:13.397759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-30T20:19:13.412165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-30T20:19:13.412496] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-30T20:19:13.413318] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-30T20:19:13.413373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:13.413406] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:13.413435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:13.413494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:13.474376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:13.475230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:13.475339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:13.475404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:13.599058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:13.599224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:13.599274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:13.599309] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:13.603264] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-30T20:19:13.603536] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-30T20:19:13.603678] [INFO ] [sig       ] CMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:13.749162] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMC.txt
[2025-12-30T20:19:13.749308] [INFO ] [sig       ] [717/3539] Completed CMC in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-30T20:19:13.749349] [INFO ] [sig       ] [718/3539] Forecasting CMCM...
[2025-12-30T20:19:13.749384] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-30T20:19:13.749416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-30T20:19:13.760997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-30T20:19:13.761346] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-30T20:19:13.762153] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-30T20:19:13.762208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:13.762242] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:13.762272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:13.762341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:13.823159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:13.823858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:13.823940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:13.823975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:13.933503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:13.933701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:13.933748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:13.933777] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:13.937355] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=49.54%)
[2025-12-30T20:19:13.937735] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-30T20:19:13.937877] [INFO ] [sig       ] CMCM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:14.084977] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMCM.txt
[2025-12-30T20:19:14.085119] [INFO ] [sig       ] [718/3539] Completed CMCM in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:14.085160] [INFO ] [sig       ] [719/3539] Forecasting CMCO...
[2025-12-30T20:19:14.085189] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-30T20:19:14.085219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-30T20:19:14.097750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-30T20:19:14.098082] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-30T20:19:14.099086] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-30T20:19:14.099139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:14.099170] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:14.099197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:14.099260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:14.156950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:14.157552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:14.157649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:14.157683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:14.278126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:14.278276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:14.278316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:14.278343] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:14.281728] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-12-30T20:19:14.281995] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-30T20:19:14.282118] [INFO ] [sig       ] CMCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:14.424085] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMCO.txt
[2025-12-30T20:19:14.424240] [INFO ] [sig       ] [719/3539] Completed CMCO in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:14.424281] [INFO ] [sig       ] [720/3539] Forecasting CMCSA...
[2025-12-30T20:19:14.424310] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-30T20:19:14.424340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-30T20:19:14.435746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-30T20:19:14.436029] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-30T20:19:14.436819] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-30T20:19:14.436872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:14.436904] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:14.436932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:14.436990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:14.498251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:14.499353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:14.499440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:14.499473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:14.621718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:14.621877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:14.621918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:14.621963] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:14.625659] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-30T20:19:14.625934] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-30T20:19:14.626056] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:14.776243] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMCSA.txt
[2025-12-30T20:19:14.776417] [INFO ] [sig       ] [720/3539] Completed CMCSA in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:14.776459] [INFO ] [sig       ] [721/3539] Forecasting CME...
[2025-12-30T20:19:14.776488] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-30T20:19:14.776518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-30T20:19:14.788249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-30T20:19:14.788567] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-30T20:19:14.789419] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-30T20:19:14.789475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:14.789510] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:14.789542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:14.789624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:14.854324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:14.855228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:14.855331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:14.855367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:14.986514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:14.986699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:14.986741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:14.986770] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:14.990559] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-30T20:19:14.990857] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-30T20:19:14.990985] [INFO ] [sig       ] CME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:15.134481] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CME.txt
[2025-12-30T20:19:15.134646] [INFO ] [sig       ] [721/3539] Completed CME in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:15.134689] [INFO ] [sig       ] [722/3539] Forecasting CMG...
[2025-12-30T20:19:15.134718] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-30T20:19:15.134749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-30T20:19:15.146537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-30T20:19:15.146930] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-30T20:19:15.147730] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-30T20:19:15.147783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:15.147814] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:15.147841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:15.147898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:15.208857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:15.209828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:15.209918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:15.209970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:15.332768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:15.332930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:15.332974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:15.333003] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:15.336421] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=61.33%)
[2025-12-30T20:19:15.336719] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-30T20:19:15.336848] [INFO ] [sig       ] CMG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:15.482970] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMG.txt
[2025-12-30T20:19:15.483124] [INFO ] [sig       ] [722/3539] Completed CMG in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:15.483163] [INFO ] [sig       ] [723/3539] Forecasting CMI...
[2025-12-30T20:19:15.483193] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-30T20:19:15.483224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-30T20:19:15.494901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-30T20:19:15.495196] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-30T20:19:15.495981] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-30T20:19:15.496033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:15.496065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:15.496090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:15.496146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:15.557969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:15.558991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:15.559099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:15.559144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:15.687274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:15.687430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:15.687473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:15.687506] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:15.691146] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-30T20:19:15.691427] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-30T20:19:15.691568] [INFO ] [sig       ] CMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:15.839797] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMI.txt
[2025-12-30T20:19:15.839940] [INFO ] [sig       ] [723/3539] Completed CMI in 0.4s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:15.839982] [INFO ] [sig       ] [724/3539] Forecasting CMMB...
[2025-12-30T20:19:15.840011] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-30T20:19:15.840041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-30T20:19:15.852041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-30T20:19:15.852353] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-30T20:19:15.853166] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-30T20:19:15.853220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:15.853280] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:15.853324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:15.853386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:15.913317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:15.914283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:15.914369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:15.914402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:16.031478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:16.031650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:16.031693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:16.031721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:16.035164] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-30T20:19:16.035440] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-30T20:19:16.035568] [INFO ] [sig       ] CMMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:16.176798] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMMB.txt
[2025-12-30T20:19:16.176932] [INFO ] [sig       ] [724/3539] Completed CMMB in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:16.176972] [INFO ] [sig       ] [725/3539] Forecasting CMP...
[2025-12-30T20:19:16.177001] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-30T20:19:16.177031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-30T20:19:16.190484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-30T20:19:16.190807] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-30T20:19:16.191632] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-30T20:19:16.191686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:16.191717] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:16.191743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:16.191800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:16.249949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:16.250930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:16.251032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:16.251065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:16.373507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:16.373685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:16.373729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:16.373757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:16.377105] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-30T20:19:16.377388] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-30T20:19:16.377515] [INFO ] [sig       ] CMP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:16.525111] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMP.txt
[2025-12-30T20:19:16.525280] [INFO ] [sig       ] [725/3539] Completed CMP in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:16.525329] [INFO ] [sig       ] [726/3539] Forecasting CMPO...
[2025-12-30T20:19:16.525364] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-30T20:19:16.525401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-30T20:19:16.537914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-30T20:19:16.538262] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-30T20:19:16.539233] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-30T20:19:16.539298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:16.539337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:16.539368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:16.539437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:16.595912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:16.596589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:16.596670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:16.596702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:16.717837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:16.717995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:16.718036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:16.718063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:16.721432] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-30T20:19:16.721719] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-30T20:19:16.721840] [INFO ] [sig       ] CMPO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:16.863133] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMPO.txt
[2025-12-30T20:19:16.863299] [INFO ] [sig       ] [726/3539] Completed CMPO in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:16.863346] [INFO ] [sig       ] [727/3539] Forecasting CMPS...
[2025-12-30T20:19:16.863383] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-30T20:19:16.863421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-30T20:19:16.875201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-30T20:19:16.875464] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-30T20:19:16.876229] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-30T20:19:16.876281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:16.876314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:16.876343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:16.876400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:16.933193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:16.933807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:16.933884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:16.933915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:17.056209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:17.056373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:17.056415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:17.056483] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:17.060871] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-30T20:19:17.061205] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-30T20:19:17.061342] [INFO ] [sig       ] CMPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:17.205353] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMPS.txt
[2025-12-30T20:19:17.205493] [INFO ] [sig       ] [727/3539] Completed CMPS in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:17.205532] [INFO ] [sig       ] [728/3539] Forecasting CMPX...
[2025-12-30T20:19:17.205561] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-30T20:19:17.205619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-30T20:19:17.216833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-30T20:19:17.217090] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-30T20:19:17.217865] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-30T20:19:17.217917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:17.217947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:17.217973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:17.218030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:17.275070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:17.275686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:17.275763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:17.275794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:17.391827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:17.391968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:17.392007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:17.392035] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:17.395462] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-30T20:19:17.395745] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-30T20:19:17.395868] [INFO ] [sig       ] CMPX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:17.539262] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMPX.txt
[2025-12-30T20:19:17.539394] [INFO ] [sig       ] [728/3539] Completed CMPX in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:17.539441] [INFO ] [sig       ] [729/3539] Forecasting CMRE...
[2025-12-30T20:19:17.539478] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-30T20:19:17.539508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-30T20:19:17.553194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-30T20:19:17.553510] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-30T20:19:17.554313] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-30T20:19:17.554370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:17.554401] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:17.554427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:17.554484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:17.612606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:17.613188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:17.613266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:17.613297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:17.734879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:17.735040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:17.735080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:17.735109] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:17.738983] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-30T20:19:17.739276] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-30T20:19:17.739403] [INFO ] [sig       ] CMRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:17.885986] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMRE.txt
[2025-12-30T20:19:17.886123] [INFO ] [sig       ] [729/3539] Completed CMRE in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:17.886186] [INFO ] [sig       ] [730/3539] Forecasting CMS...
[2025-12-30T20:19:17.886219] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-30T20:19:17.886250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-30T20:19:17.899153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-30T20:19:17.899486] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-30T20:19:17.900306] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-30T20:19:17.900360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:17.900393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:17.900420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:17.900477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:17.956904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:17.957627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:17.957712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:17.957744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:18.080395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:18.080557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:18.080614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:18.080643] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:18.084084] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-30T20:19:18.084362] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-30T20:19:18.084492] [INFO ] [sig       ] CMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:18.224422] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMS.txt
[2025-12-30T20:19:18.224563] [INFO ] [sig       ] [730/3539] Completed CMS in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:18.224622] [INFO ] [sig       ] [731/3539] Forecasting CMSA...
[2025-12-30T20:19:18.224651] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-30T20:19:18.224681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-30T20:19:18.236511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-30T20:19:18.236958] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-30T20:19:18.238007] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-30T20:19:18.238064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:18.238096] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:18.238123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:18.238181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:18.295216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:18.296159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:18.296250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:18.296283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:18.411984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:18.412157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:18.412200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:18.412227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:18.415626] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-30T20:19:18.415895] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-30T20:19:18.416022] [INFO ] [sig       ] CMSA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:18.556465] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMSA.txt
[2025-12-30T20:19:18.556626] [INFO ] [sig       ] [731/3539] Completed CMSA in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:18.556670] [INFO ] [sig       ] [732/3539] Forecasting CMSC...
[2025-12-30T20:19:18.556699] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-30T20:19:18.556730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-30T20:19:18.568498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-30T20:19:18.568858] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-30T20:19:18.569655] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-30T20:19:18.569707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:18.569738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:18.569765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:18.569823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:18.626212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:18.626811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:18.626889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:18.626920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:18.740967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:18.741092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:18.741130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:18.741157] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:18.744392] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=33.34%)
[2025-12-30T20:19:18.744679] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-30T20:19:18.744801] [INFO ] [sig       ] CMSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:18.885233] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMSC.txt
[2025-12-30T20:19:18.885398] [INFO ] [sig       ] [732/3539] Completed CMSC in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:18.885439] [INFO ] [sig       ] [733/3539] Forecasting CMSD...
[2025-12-30T20:19:18.885468] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-30T20:19:18.885499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-30T20:19:18.896884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-30T20:19:18.897230] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-30T20:19:18.898022] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-30T20:19:18.898074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:18.898106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:18.898132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:18.898189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:18.954605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:18.955447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:18.955544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:18.955594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:19.075848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:19.075992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:19.076031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:19.076059] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:19.079273] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-30T20:19:19.079534] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-30T20:19:19.079676] [INFO ] [sig       ] CMSD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:19.218691] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMSD.txt
[2025-12-30T20:19:19.218819] [INFO ] [sig       ] [733/3539] Completed CMSD in 0.3s | 2.88 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-30T20:19:19.218858] [INFO ] [sig       ] [734/3539] Forecasting CMTG...
[2025-12-30T20:19:19.218885] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-30T20:19:19.218914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-30T20:19:19.230000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-30T20:19:19.230269] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-30T20:19:19.231031] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-30T20:19:19.231082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:19.231113] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:19.231140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:19.231197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:19.287852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:19.288528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:19.288646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:19.288679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:19.405196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:19.405353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:19.405394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:19.405422] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:19.408799] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-30T20:19:19.409066] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-30T20:19:19.409187] [INFO ] [sig       ] CMTG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:19.549655] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CMTG.txt
[2025-12-30T20:19:19.549813] [INFO ] [sig       ] [734/3539] Completed CMTG in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:19.549855] [INFO ] [sig       ] [735/3539] Forecasting CMTL...
[2025-12-30T20:19:19.549886] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-30T20:19:19.549915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-30T20:19:19.561213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-30T20:19:19.561522] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-30T20:19:19.562282] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-30T20:19:19.562335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:19.562366] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:19.562392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:19.562450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:19.618975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:19.619829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:19.619914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:19.619946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:19.737584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:19.737745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:19.737787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:19.737815] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:19.741128] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-12-30T20:19:19.741393] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-30T20:19:19.741522] [INFO ] [sig       ] CMTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:19.880064] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CMTL.txt
[2025-12-30T20:19:19.880178] [INFO ] [sig       ] [735/3539] Completed CMTL in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:19.880216] [INFO ] [sig       ] [736/3539] Forecasting CNA...
[2025-12-30T20:19:19.880244] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-30T20:19:19.880275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-30T20:19:19.891798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-30T20:19:19.892059] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-30T20:19:19.892825] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-30T20:19:19.892884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:19.892917] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:19.892943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:19.893000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:19.951443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:19.952343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:19.952431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:19.952465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:20.071609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:20.071763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:20.071807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:20.071836] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:20.075249] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-12-30T20:19:20.075520] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-30T20:19:20.075661] [INFO ] [sig       ] CNA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:20.216105] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNA.txt
[2025-12-30T20:19:20.216237] [INFO ] [sig       ] [736/3539] Completed CNA in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:20.216275] [INFO ] [sig       ] [737/3539] Forecasting CNC...
[2025-12-30T20:19:20.216304] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-30T20:19:20.216334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-30T20:19:20.227611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-30T20:19:20.227912] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-30T20:19:20.228692] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-30T20:19:20.228772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:20.228807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:20.228834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:20.228893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:20.288323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:20.289234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:20.289320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:20.289354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:20.408789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:20.408948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:20.408991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:20.409021] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:20.412505] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-30T20:19:20.412805] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-30T20:19:20.412948] [INFO ] [sig       ] CNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:20.558530] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNC.txt
[2025-12-30T20:19:20.558781] [INFO ] [sig       ] [737/3539] Completed CNC in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:20.558828] [INFO ] [sig       ] [738/3539] Forecasting CNF...
[2025-12-30T20:19:20.558857] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-30T20:19:20.558887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-30T20:19:20.570155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-30T20:19:20.570553] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-30T20:19:20.571366] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-30T20:19:20.571419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:20.571450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:20.571477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:20.571535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:20.628781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:20.629665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:20.629776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:20.629810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:20.737868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:20.738027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:20.738067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:20.738096] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:20.741528] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=36.06%)
[2025-12-30T20:19:20.741826] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-30T20:19:20.741947] [INFO ] [sig       ] CNF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:20.884073] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNF.txt
[2025-12-30T20:19:20.884227] [INFO ] [sig       ] [738/3539] Completed CNF in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:20.884273] [INFO ] [sig       ] [739/3539] Forecasting CNI...
[2025-12-30T20:19:20.884301] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-30T20:19:20.884332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-30T20:19:20.895725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-30T20:19:20.896025] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-30T20:19:20.896818] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-30T20:19:20.896871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:20.896903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:20.896930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:20.896987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:20.957188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:20.957956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:20.958037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:20.958070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:21.093923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:21.094078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:21.094122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:21.094153] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:21.097845] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-30T20:19:21.098129] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-30T20:19:21.098258] [INFO ] [sig       ] CNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:21.249406] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNI.txt
[2025-12-30T20:19:21.249568] [INFO ] [sig       ] [739/3539] Completed CNI in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:21.249629] [INFO ] [sig       ] [740/3539] Forecasting CNK...
[2025-12-30T20:19:21.249658] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-30T20:19:21.249688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-30T20:19:21.262100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-30T20:19:21.262462] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-30T20:19:21.263246] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-30T20:19:21.263299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:21.263330] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:21.263357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:21.263413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:21.319591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:21.320402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:21.320486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:21.320519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:21.446747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:21.446910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:21.446952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:21.446981] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:21.450608] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-30T20:19:21.450944] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-30T20:19:21.451100] [INFO ] [sig       ] CNK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:21.602934] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNK.txt
[2025-12-30T20:19:21.603084] [INFO ] [sig       ] [740/3539] Completed CNK in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:21.603138] [INFO ] [sig       ] [741/3539] Forecasting CNM...
[2025-12-30T20:19:21.603181] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-30T20:19:21.603219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-30T20:19:21.614375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-30T20:19:21.614697] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-30T20:19:21.615473] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-30T20:19:21.615526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:21.615626] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:21.615656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:21.615716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:21.677522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:21.678356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:21.678444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:21.678478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:21.810045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:21.810200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:21.810242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:21.810271] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:21.814305] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=72.97%)
[2025-12-30T20:19:21.814598] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-30T20:19:21.814917] [INFO ] [sig       ] CNM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:21.968108] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNM.txt
[2025-12-30T20:19:21.968316] [INFO ] [sig       ] [741/3539] Completed CNM in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:21.968391] [INFO ] [sig       ] [742/3539] Forecasting CNMD...
[2025-12-30T20:19:21.968428] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-30T20:19:21.968458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-30T20:19:21.980981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-30T20:19:21.981373] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-30T20:19:21.982194] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-30T20:19:21.982258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:21.982293] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:21.982321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:21.982380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:22.043454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:22.044321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:22.044424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:22.044459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:22.164828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:22.164990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:22.165032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:22.165060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:22.168434] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-30T20:19:22.168762] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-30T20:19:22.168911] [INFO ] [sig       ] CNMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:22.310958] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNMD.txt
[2025-12-30T20:19:22.311114] [INFO ] [sig       ] [742/3539] Completed CNMD in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:22.311155] [INFO ] [sig       ] [743/3539] Forecasting CNNE...
[2025-12-30T20:19:22.311185] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-30T20:19:22.311216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-30T20:19:22.322871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-30T20:19:22.323250] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-30T20:19:22.324045] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-30T20:19:22.324095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:22.324126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:22.324152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:22.324209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:22.382913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:22.383832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:22.383918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:22.383952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:22.509610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:22.509771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:22.509814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:22.509843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:22.513486] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-30T20:19:22.513821] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-30T20:19:22.513957] [INFO ] [sig       ] CNNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:22.665498] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNNE.txt
[2025-12-30T20:19:22.665680] [INFO ] [sig       ] [743/3539] Completed CNNE in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:22.665722] [INFO ] [sig       ] [744/3539] Forecasting CNO...
[2025-12-30T20:19:22.665754] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-30T20:19:22.665786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-30T20:19:22.678277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-30T20:19:22.678712] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-30T20:19:22.679619] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-30T20:19:22.679680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:22.679715] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:22.679743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:22.679801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:22.739122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:22.740010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:22.740098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:22.740131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:22.864051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:22.864205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:22.864248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:22.864325] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:22.867832] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-12-30T20:19:22.868141] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-30T20:19:22.868275] [INFO ] [sig       ] CNO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:23.013047] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNO.txt
[2025-12-30T20:19:23.013196] [INFO ] [sig       ] [744/3539] Completed CNO in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:23.013237] [INFO ] [sig       ] [745/3539] Forecasting CNOB...
[2025-12-30T20:19:23.013266] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-30T20:19:23.013297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-30T20:19:23.025588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-30T20:19:23.025922] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-30T20:19:23.026786] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-30T20:19:23.026842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:23.026877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:23.026906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:23.026966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:23.087150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:23.088073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:23.088174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:23.088218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:23.206164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:23.206324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:23.206366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:23.206394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:23.209790] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-12-30T20:19:23.210074] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-30T20:19:23.210205] [INFO ] [sig       ] CNOB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:23.351045] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNOB.txt
[2025-12-30T20:19:23.351182] [INFO ] [sig       ] [745/3539] Completed CNOB in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:23.351222] [INFO ] [sig       ] [746/3539] Forecasting CNP...
[2025-12-30T20:19:23.351251] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-30T20:19:23.351282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-30T20:19:23.362773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-30T20:19:23.363053] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-30T20:19:23.363823] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-30T20:19:23.363875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:23.363905] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:23.363932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:23.363990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:23.419959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:23.420716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:23.420813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:23.420846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:23.540053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:23.540211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:23.540252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:23.540280] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:23.543774] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-30T20:19:23.544056] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-30T20:19:23.544184] [INFO ] [sig       ] CNP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:23.691207] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNP.txt
[2025-12-30T20:19:23.691353] [INFO ] [sig       ] [746/3539] Completed CNP in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:23.691405] [INFO ] [sig       ] [747/3539] Forecasting CNQ...
[2025-12-30T20:19:23.691435] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-30T20:19:23.691468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-30T20:19:23.703079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-30T20:19:23.703369] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-30T20:19:23.704133] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-30T20:19:23.704185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:23.704216] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:23.704243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:23.704300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:23.760227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:23.760884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:23.761005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:23.761048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:23.882205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:23.882364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:23.882405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:23.882433] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:23.885753] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-30T20:19:23.886018] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-30T20:19:23.886141] [INFO ] [sig       ] CNQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:24.027042] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNQ.txt
[2025-12-30T20:19:24.027189] [INFO ] [sig       ] [747/3539] Completed CNQ in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:24.027230] [INFO ] [sig       ] [748/3539] Forecasting CNS...
[2025-12-30T20:19:24.027259] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-30T20:19:24.027290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-30T20:19:24.039321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-30T20:19:24.039669] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-30T20:19:24.040427] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-30T20:19:24.040478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:24.040510] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:24.040549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:24.040629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:24.098402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:24.099235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:24.099317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:24.099349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:24.218907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:24.219083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:24.219139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:24.219183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:24.223807] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-30T20:19:24.224145] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-30T20:19:24.224293] [INFO ] [sig       ] CNS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:24.366798] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNS.txt
[2025-12-30T20:19:24.366925] [INFO ] [sig       ] [748/3539] Completed CNS in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:24.366964] [INFO ] [sig       ] [749/3539] Forecasting CNSP...
[2025-12-30T20:19:24.366993] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-30T20:19:24.367022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-30T20:19:24.379501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-30T20:19:24.379985] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-30T20:19:24.380986] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-30T20:19:24.381045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:24.381077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:24.381103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:24.381160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:24.441957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:24.442846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:24.442935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:24.442968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:24.564169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:24.564310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:24.564352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:24.564379] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:24.567706] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-30T20:19:24.567970] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-30T20:19:24.568098] [INFO ] [sig       ] CNSP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:24.721379] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNSP.txt
[2025-12-30T20:19:24.721516] [INFO ] [sig       ] [749/3539] Completed CNSP in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-30T20:19:24.721555] [INFO ] [sig       ] [750/3539] Forecasting CNTA...
[2025-12-30T20:19:24.721603] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-30T20:19:24.721636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-30T20:19:24.734412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-30T20:19:24.734771] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-30T20:19:24.735651] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-30T20:19:24.735705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:24.735738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:24.735765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:24.735823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:24.796746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:24.797451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:24.797536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:24.797569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:24.911758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:24.911930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:24.911972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:24.912001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:24.915369] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=29.97%)
[2025-12-30T20:19:24.915664] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-30T20:19:24.915789] [INFO ] [sig       ] CNTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:25.061004] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNTA.txt
[2025-12-30T20:19:25.061168] [INFO ] [sig       ] [750/3539] Completed CNTA in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-30T20:19:25.061211] [INFO ] [sig       ] [751/3539] Forecasting CNTY...
[2025-12-30T20:19:25.061240] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-30T20:19:25.061270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-30T20:19:25.072723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-30T20:19:25.073119] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-30T20:19:25.073918] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-30T20:19:25.073972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:25.074003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:25.074030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:25.074087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:25.131680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:25.132561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:25.132704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:25.132737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:25.249240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:25.249403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:25.249443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:25.249471] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:25.253029] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-12-30T20:19:25.253336] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-30T20:19:25.253464] [INFO ] [sig       ] CNTY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:25.398470] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNTY.txt
[2025-12-30T20:19:25.398673] [INFO ] [sig       ] [751/3539] Completed CNTY in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-30T20:19:25.398732] [INFO ] [sig       ] [752/3539] Forecasting CNVS...
[2025-12-30T20:19:25.398771] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-30T20:19:25.398808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-30T20:19:25.410275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-30T20:19:25.410674] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-30T20:19:25.411463] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-30T20:19:25.411519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:25.411561] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:25.411624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:25.411684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:25.468489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:25.469421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:25.469531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:25.469565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:25.589364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:25.589528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:25.589588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:25.589620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:25.592977] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-30T20:19:25.593269] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-30T20:19:25.593396] [INFO ] [sig       ] CNVS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:25.734589] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNVS.txt
[2025-12-30T20:19:25.734740] [INFO ] [sig       ] [752/3539] Completed CNVS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:25.734780] [INFO ] [sig       ] [753/3539] Forecasting CNX...
[2025-12-30T20:19:25.734809] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-30T20:19:25.734841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-30T20:19:25.746081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-30T20:19:25.746404] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-30T20:19:25.747167] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-30T20:19:25.747220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:25.747250] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:25.747276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:25.747332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:25.804257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:25.805115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:25.805205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:25.805238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:25.923991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:25.924148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:25.924189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:25.924218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:25.927602] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-30T20:19:25.927908] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-30T20:19:25.928043] [INFO ] [sig       ] CNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:26.071688] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNX.txt
[2025-12-30T20:19:26.071817] [INFO ] [sig       ] [753/3539] Completed CNX in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:26.071856] [INFO ] [sig       ] [754/3539] Forecasting CNXC...
[2025-12-30T20:19:26.071885] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-30T20:19:26.071915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-30T20:19:26.082684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-30T20:19:26.082936] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-30T20:19:26.083687] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-30T20:19:26.083738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:26.083769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:26.083796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:26.083852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:26.140550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:26.141206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:26.141284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:26.141316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:26.260080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:26.260203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:26.260240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:26.260268] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:26.263451] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-30T20:19:26.263749] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-30T20:19:26.263893] [INFO ] [sig       ] CNXC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:26.403373] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CNXC.txt
[2025-12-30T20:19:26.403562] [INFO ] [sig       ] [754/3539] Completed CNXC in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:26.403622] [INFO ] [sig       ] [755/3539] Forecasting CNXN...
[2025-12-30T20:19:26.403654] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-30T20:19:26.403685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-30T20:19:26.414613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-30T20:19:26.414917] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-30T20:19:26.415681] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-30T20:19:26.415732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:26.415764] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:26.415791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:26.415848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:26.472906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:26.473780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:26.473862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:26.473894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:26.594647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:26.594806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:26.594846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:26.594874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:26.598200] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-30T20:19:26.598462] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-30T20:19:26.598598] [INFO ] [sig       ] CNXN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:26.742226] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CNXN.txt
[2025-12-30T20:19:26.742391] [INFO ] [sig       ] [755/3539] Completed CNXN in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:26.742432] [INFO ] [sig       ] [756/3539] Forecasting COCO...
[2025-12-30T20:19:26.742461] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-30T20:19:26.742492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-30T20:19:26.753902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-30T20:19:26.754256] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-30T20:19:26.755045] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-30T20:19:26.755097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:26.755128] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:26.755154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:26.755211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:26.812199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:26.813232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:26.813317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:26.813350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:26.933151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:26.933312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:26.933353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:26.933382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:26.936702] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2025-12-30T20:19:26.936970] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-30T20:19:26.937090] [INFO ] [sig       ] COCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:27.079453] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COCO.txt
[2025-12-30T20:19:27.079615] [INFO ] [sig       ] [756/3539] Completed COCO in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:27.079657] [INFO ] [sig       ] [757/3539] Forecasting CODA...
[2025-12-30T20:19:27.079686] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-30T20:19:27.079717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-30T20:19:27.090506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-30T20:19:27.090859] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-30T20:19:27.091631] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-30T20:19:27.091682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:27.091714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:27.091741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:27.091799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:27.149106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:27.149958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:27.150045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:27.150076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:27.258855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:27.259011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:27.259049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:27.259079] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:27.262379] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-30T20:19:27.262664] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-30T20:19:27.262786] [INFO ] [sig       ] CODA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:27.402786] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CODA.txt
[2025-12-30T20:19:27.402895] [INFO ] [sig       ] [757/3539] Completed CODA in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:27.402932] [INFO ] [sig       ] [758/3539] Forecasting CODI...
[2025-12-30T20:19:27.402961] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-30T20:19:27.402990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-30T20:19:27.414989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-30T20:19:27.415257] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-30T20:19:27.416018] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-30T20:19:27.416070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:27.416124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:27.416153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:27.416211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:27.475618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:27.476420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:27.476504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:27.476535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:27.593050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:27.593237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:27.593279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:27.593307] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:27.596636] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-12-30T20:19:27.596927] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-30T20:19:27.597056] [INFO ] [sig       ] CODI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:27.737326] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CODI.txt
[2025-12-30T20:19:27.737459] [INFO ] [sig       ] [758/3539] Completed CODI in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:27.737497] [INFO ] [sig       ] [759/3539] Forecasting COEP...
[2025-12-30T20:19:27.737526] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-30T20:19:27.737556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-30T20:19:27.748451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-30T20:19:27.748788] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-30T20:19:27.749532] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-30T20:19:27.749606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:27.749639] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:27.749665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:27.749732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:27.807203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:27.807910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:27.807993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:27.808025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:27.927173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:27.927331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:27.927372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:27.927401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:27.930797] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-30T20:19:27.931078] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-30T20:19:27.931203] [INFO ] [sig       ] COEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:28.071341] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COEP.txt
[2025-12-30T20:19:28.071511] [INFO ] [sig       ] [759/3539] Completed COEP in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:28.071553] [INFO ] [sig       ] [760/3539] Forecasting COF...
[2025-12-30T20:19:28.071600] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-30T20:19:28.071634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-30T20:19:28.083600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-30T20:19:28.083952] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-30T20:19:28.084722] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-30T20:19:28.084775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:28.084807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:28.084834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:28.084891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:28.142772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:28.143689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:28.143775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:28.143806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:28.268393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:28.268547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:28.268608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:28.268641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:28.272065] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-30T20:19:28.272347] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-30T20:19:28.272473] [INFO ] [sig       ] COF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:28.415522] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COF.txt
[2025-12-30T20:19:28.415689] [INFO ] [sig       ] [760/3539] Completed COF in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:28.415730] [INFO ] [sig       ] [761/3539] Forecasting COFS...
[2025-12-30T20:19:28.415759] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-30T20:19:28.415789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-30T20:19:28.431045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-30T20:19:28.431424] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-30T20:19:28.432272] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-30T20:19:28.432335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:28.432367] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:28.432393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:28.432449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:28.491557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:28.492347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:28.492436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:28.492469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:28.605338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:28.605494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:28.605535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:28.605627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:28.609015] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=43.13%)
[2025-12-30T20:19:28.609287] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-30T20:19:28.609408] [INFO ] [sig       ] COFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:28.748775] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COFS.txt
[2025-12-30T20:19:28.748932] [INFO ] [sig       ] [761/3539] Completed COFS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:28.748971] [INFO ] [sig       ] [762/3539] Forecasting COIN...
[2025-12-30T20:19:28.749000] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-30T20:19:28.749031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-30T20:19:28.760948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-30T20:19:28.761307] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-30T20:19:28.762097] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-30T20:19:28.762150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:28.762182] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:28.762208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:28.762265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:28.819873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:28.820766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:28.820851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:28.820884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:28.947275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:28.947459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:28.947501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:28.947529] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:28.951173] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-30T20:19:28.951503] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-30T20:19:28.951659] [INFO ] [sig       ] COIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:29.097821] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COIN.txt
[2025-12-30T20:19:29.098000] [INFO ] [sig       ] [762/3539] Completed COIN in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:29.098047] [INFO ] [sig       ] [763/3539] Forecasting COKE...
[2025-12-30T20:19:29.098077] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-30T20:19:29.098108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-30T20:19:29.109994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-30T20:19:29.110367] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-30T20:19:29.111178] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-30T20:19:29.111232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:29.111263] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:29.111289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:29.111347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:29.171153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:29.172084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:29.172173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:29.172208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:29.296980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:29.297150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:29.297194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:29.297224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:29.300939] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-30T20:19:29.301214] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-30T20:19:29.301343] [INFO ] [sig       ] COKE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:29.453952] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COKE.txt
[2025-12-30T20:19:29.454098] [INFO ] [sig       ] [763/3539] Completed COKE in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:29.454140] [INFO ] [sig       ] [764/3539] Forecasting COLB...
[2025-12-30T20:19:29.454171] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-30T20:19:29.454204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-30T20:19:29.465975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-30T20:19:29.466365] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-30T20:19:29.467160] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-30T20:19:29.467212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:29.467243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:29.467268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:29.467325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:29.527471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:29.528412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:29.528503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:29.528536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:29.649496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:29.649707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:29.649760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:29.649789] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:29.653682] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-30T20:19:29.653971] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-30T20:19:29.654103] [INFO ] [sig       ] COLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:29.830542] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COLB.txt
[2025-12-30T20:19:29.830738] [INFO ] [sig       ] [764/3539] Completed COLB in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:29.830780] [INFO ] [sig       ] [765/3539] Forecasting COLD...
[2025-12-30T20:19:29.830809] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-30T20:19:29.830838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-30T20:19:29.842315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-30T20:19:29.842727] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-30T20:19:29.843513] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-30T20:19:29.843565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:29.843621] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:29.843649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:29.843706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:29.903323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:29.904393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:29.904514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:29.904548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:30.026669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:30.026829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:30.026869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:30.026898] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:30.030384] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-30T20:19:30.030717] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-30T20:19:30.030854] [INFO ] [sig       ] COLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:30.175359] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COLD.txt
[2025-12-30T20:19:30.175503] [INFO ] [sig       ] [765/3539] Completed COLD in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:30.175545] [INFO ] [sig       ] [766/3539] Forecasting COLL...
[2025-12-30T20:19:30.175592] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-30T20:19:30.175625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-30T20:19:30.186917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-30T20:19:30.187193] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-30T20:19:30.188011] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-30T20:19:30.188064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:30.188095] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:30.188122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:30.188180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:30.244737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:30.245472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:30.245554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:30.245605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:30.370562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:30.370737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:30.370778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:30.370806] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:30.374122] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-12-30T20:19:30.374410] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-30T20:19:30.374534] [INFO ] [sig       ] COLL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:30.522785] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COLL.txt
[2025-12-30T20:19:30.522963] [INFO ] [sig       ] [766/3539] Completed COLL in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-30T20:19:30.523005] [INFO ] [sig       ] [767/3539] Forecasting COLM...
[2025-12-30T20:19:30.523034] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-30T20:19:30.523064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-30T20:19:30.534617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-30T20:19:30.534981] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-30T20:19:30.535774] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-30T20:19:30.535826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:30.535857] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:30.535883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:30.535941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:30.594940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:30.595698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:30.595780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:30.595812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:30.714209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:30.714364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:30.714406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:30.714435] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:30.717877] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-30T20:19:30.718151] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-30T20:19:30.718276] [INFO ] [sig       ] COLM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:30.862848] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COLM.txt
[2025-12-30T20:19:30.863004] [INFO ] [sig       ] [767/3539] Completed COLM in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-30T20:19:30.863045] [INFO ] [sig       ] [768/3539] Forecasting COMM...
[2025-12-30T20:19:30.863076] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-30T20:19:30.863109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-30T20:19:30.874238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-30T20:19:30.874586] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-30T20:19:30.875374] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-30T20:19:30.875427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:30.875458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:30.875485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:30.875544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:30.931698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:30.932464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:30.932595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:30.932645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:31.053920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:31.054094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:31.054134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:31.054163] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:31.057567] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-30T20:19:31.057878] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-30T20:19:31.058008] [INFO ] [sig       ] COMM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:31.202171] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COMM.txt
[2025-12-30T20:19:31.202317] [INFO ] [sig       ] [768/3539] Completed COMM in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-30T20:19:31.202359] [INFO ] [sig       ] [769/3539] Forecasting COMP...
[2025-12-30T20:19:31.202389] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-30T20:19:31.202418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-30T20:19:31.213645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-30T20:19:31.213976] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-30T20:19:31.214776] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-30T20:19:31.214828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:31.214859] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:31.214886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:31.214943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:31.273326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:31.274433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:31.274533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:31.274567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:31.397743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:31.398101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:31.398140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:31.398168] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:31.402098] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-30T20:19:31.402365] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-30T20:19:31.402485] [INFO ] [sig       ] COMP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:31.542683] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COMP.txt
[2025-12-30T20:19:31.542820] [INFO ] [sig       ] [769/3539] Completed COMP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:31.542860] [INFO ] [sig       ] [770/3539] Forecasting CONL...
[2025-12-30T20:19:31.542889] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-30T20:19:31.542918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-30T20:19:31.554345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-30T20:19:31.554666] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-30T20:19:31.555431] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-30T20:19:31.555484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:31.555517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:31.555544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:31.555632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:31.613516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:31.614361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:31.614445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:31.614477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:31.738835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:31.739000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:31.739043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:31.739073] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:31.742614] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-30T20:19:31.742901] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-30T20:19:31.743034] [INFO ] [sig       ] CONL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:31.884368] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CONL.txt
[2025-12-30T20:19:31.884530] [INFO ] [sig       ] [770/3539] Completed CONL in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:31.884609] [INFO ] [sig       ] [771/3539] Forecasting COO...
[2025-12-30T20:19:31.884670] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-30T20:19:31.884737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-30T20:19:31.895798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-30T20:19:31.896093] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-30T20:19:31.896864] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-30T20:19:31.896915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:31.896947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:31.896973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:31.897029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:31.953009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:31.953658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:31.953739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:31.953771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:32.071506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:32.071670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:32.071710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:32.071740] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:32.075105] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-30T20:19:32.075412] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-30T20:19:32.075544] [INFO ] [sig       ] COO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:32.221919] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COO.txt
[2025-12-30T20:19:32.222074] [INFO ] [sig       ] [771/3539] Completed COO in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:32.222114] [INFO ] [sig       ] [772/3539] Forecasting COP...
[2025-12-30T20:19:32.222142] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-30T20:19:32.222174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-30T20:19:32.233204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-30T20:19:32.233526] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-30T20:19:32.234388] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-30T20:19:32.234444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:32.234489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:32.234518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:32.234593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:32.292015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:32.292838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:32.292921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:32.292954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:32.408411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:32.408559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:32.408618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:32.408647] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:32.412171] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-30T20:19:32.412449] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-30T20:19:32.412592] [INFO ] [sig       ] COP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:32.552424] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COP.txt
[2025-12-30T20:19:32.552542] [INFO ] [sig       ] [772/3539] Completed COP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:32.552597] [INFO ] [sig       ] [773/3539] Forecasting COPP...
[2025-12-30T20:19:32.552628] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-30T20:19:32.552658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-30T20:19:32.564184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-30T20:19:32.564463] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-30T20:19:32.565275] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-30T20:19:32.565328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:32.565360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:32.565388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:32.565447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:32.623334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:32.624157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:32.624240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:32.624275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:32.740212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:32.740385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:32.740428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:32.740456] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:32.743884] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-30T20:19:32.744158] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-30T20:19:32.744279] [INFO ] [sig       ] COPP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:32.885795] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COPP.txt
[2025-12-30T20:19:32.885920] [INFO ] [sig       ] [773/3539] Completed COPP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:32.885958] [INFO ] [sig       ] [774/3539] Forecasting CORZ...
[2025-12-30T20:19:32.885986] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-30T20:19:32.886016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-30T20:19:32.897625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-30T20:19:32.897928] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-30T20:19:32.898761] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-30T20:19:32.898816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:32.898850] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:32.898877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:32.898936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:32.956698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:32.957363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:32.957443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:32.957475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:33.079220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:33.079367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:33.079406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:33.079434] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:33.082731] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-30T20:19:33.082995] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-30T20:19:33.083113] [INFO ] [sig       ] CORZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:33.224328] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CORZ.txt
[2025-12-30T20:19:33.224481] [INFO ] [sig       ] [774/3539] Completed CORZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:33.224520] [INFO ] [sig       ] [775/3539] Forecasting CORZZ...
[2025-12-30T20:19:33.224550] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-30T20:19:33.224600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-30T20:19:33.236185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-30T20:19:33.236549] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-30T20:19:33.237384] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-30T20:19:33.237438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:33.237521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:33.237561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:33.237666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:33.298165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:33.299095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:33.299185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:33.299219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:33.409641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:33.409780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:33.409834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:33.409869] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:33.413231] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-30T20:19:33.413503] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-30T20:19:33.413642] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:33.555297] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CORZZ.txt
[2025-12-30T20:19:33.555420] [INFO ] [sig       ] [775/3539] Completed CORZZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:33.555465] [INFO ] [sig       ] [776/3539] Forecasting COTY...
[2025-12-30T20:19:33.555495] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-30T20:19:33.555532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-30T20:19:33.566636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-30T20:19:33.566951] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-30T20:19:33.567766] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-30T20:19:33.567818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:33.567850] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:33.567877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:33.567941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:33.625075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:33.625804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:33.625884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:33.625916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:33.747167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:33.747315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:33.747356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:33.747384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:33.750752] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=75.06%)
[2025-12-30T20:19:33.751018] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-30T20:19:33.751136] [INFO ] [sig       ] COTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:33.897271] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COTY.txt
[2025-12-30T20:19:33.897409] [INFO ] [sig       ] [776/3539] Completed COTY in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:33.897450] [INFO ] [sig       ] [777/3539] Forecasting COWG...
[2025-12-30T20:19:33.897478] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-30T20:19:33.897508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-30T20:19:33.909166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-30T20:19:33.909479] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-30T20:19:33.910310] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-30T20:19:33.910362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:33.910394] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:33.910419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:33.910480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:33.968369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:33.969045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:33.969126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:33.969157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:34.089613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:34.089758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:34.089798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:34.089826] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:34.093261] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-30T20:19:34.093537] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-30T20:19:34.093697] [INFO ] [sig       ] COWG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:34.241591] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/COWG.txt
[2025-12-30T20:19:34.241719] [INFO ] [sig       ] [777/3539] Completed COWG in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:34.241760] [INFO ] [sig       ] [778/3539] Forecasting COYA...
[2025-12-30T20:19:34.241790] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-30T20:19:34.241822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-30T20:19:34.254308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-30T20:19:34.254675] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-30T20:19:34.255448] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-30T20:19:34.255501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:34.255534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:34.255562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:34.255639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:34.316095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:34.316981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:34.317070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:34.317103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:34.435238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:34.435394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:34.435435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:34.435500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:34.439225] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-30T20:19:34.439503] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-30T20:19:34.439659] [INFO ] [sig       ] COYA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:34.582179] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/COYA.txt
[2025-12-30T20:19:34.582306] [INFO ] [sig       ] [778/3539] Completed COYA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:34.582345] [INFO ] [sig       ] [779/3539] Forecasting CP...
[2025-12-30T20:19:34.582375] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-30T20:19:34.582405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-30T20:19:34.593265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-30T20:19:34.593540] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-30T20:19:34.594293] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-30T20:19:34.594345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:34.594376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:34.594403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:34.594461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:34.652982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:34.653640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:34.653721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:34.653754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:34.776823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:34.776967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:34.777022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:34.777053] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:34.780535] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-30T20:19:34.780825] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-30T20:19:34.780948] [INFO ] [sig       ] CP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:34.924300] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CP.txt
[2025-12-30T20:19:34.924440] [INFO ] [sig       ] [779/3539] Completed CP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:34.924480] [INFO ] [sig       ] [780/3539] Forecasting CPA...
[2025-12-30T20:19:34.924510] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-30T20:19:34.924540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-30T20:19:34.935771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-30T20:19:34.936063] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-30T20:19:34.936864] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-30T20:19:34.936916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:34.936947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:34.936973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:34.937031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:34.992668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:34.993275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:34.993357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:34.993388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:35.108033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:35.108185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:35.108224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:35.108252] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:35.111604] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-30T20:19:35.111869] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-30T20:19:35.111990] [INFO ] [sig       ] CPA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:35.249747] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CPA.txt
[2025-12-30T20:19:35.249880] [INFO ] [sig       ] [780/3539] Completed CPA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:35.249919] [INFO ] [sig       ] [781/3539] Forecasting CPB...
[2025-12-30T20:19:35.249947] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-30T20:19:35.249977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-30T20:19:35.263687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-30T20:19:35.264170] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-30T20:19:35.265256] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-30T20:19:35.265317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:35.265349] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:35.265377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:35.265434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:35.335072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:35.335986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:35.336092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:35.336126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:35.451941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:35.452102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:35.452145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:35.452175] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:35.455660] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-30T20:19:35.455959] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-30T20:19:35.456092] [INFO ] [sig       ] CPB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:35.604030] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPB.txt
[2025-12-30T20:19:35.604166] [INFO ] [sig       ] [781/3539] Completed CPB in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:35.604204] [INFO ] [sig       ] [782/3539] Forecasting CPF...
[2025-12-30T20:19:35.604233] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-30T20:19:35.604262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-30T20:19:35.615614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-30T20:19:35.615920] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-30T20:19:35.616718] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-30T20:19:35.616777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:35.616809] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:35.616836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:35.616893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:35.674460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:35.675082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:35.675161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:35.675192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:35.792967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:35.793113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:35.793177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:35.793206] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:35.796587] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-30T20:19:35.796870] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-30T20:19:35.796997] [INFO ] [sig       ] CPF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:35.954763] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPF.txt
[2025-12-30T20:19:35.954905] [INFO ] [sig       ] [782/3539] Completed CPF in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-30T20:19:35.954946] [INFO ] [sig       ] [783/3539] Forecasting CPIX...
[2025-12-30T20:19:35.954976] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-30T20:19:35.955006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-30T20:19:35.966818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-30T20:19:35.967363] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-30T20:19:35.968147] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-30T20:19:35.968199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:35.968230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:35.968267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:35.968326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:36.025590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:36.026305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:36.026391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:36.026423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:36.151375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:36.151535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:36.151591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:36.151622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:36.155118] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-30T20:19:36.155384] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-30T20:19:36.155503] [INFO ] [sig       ] CPIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:36.296000] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPIX.txt
[2025-12-30T20:19:36.296133] [INFO ] [sig       ] [783/3539] Completed CPIX in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-30T20:19:36.296173] [INFO ] [sig       ] [784/3539] Forecasting CPK...
[2025-12-30T20:19:36.296201] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-30T20:19:36.296231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-30T20:19:36.307565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-30T20:19:36.307877] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-30T20:19:36.308649] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-30T20:19:36.308701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:36.308759] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:36.308787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:36.308844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:36.364801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:36.365430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:36.365514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:36.365545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:36.480274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:36.480426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:36.480467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:36.480495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:36.483776] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=47.14%)
[2025-12-30T20:19:36.484044] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-30T20:19:36.484164] [INFO ] [sig       ] CPK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:36.624163] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CPK.txt
[2025-12-30T20:19:36.624297] [INFO ] [sig       ] [784/3539] Completed CPK in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-30T20:19:36.624336] [INFO ] [sig       ] [785/3539] Forecasting CPNG...
[2025-12-30T20:19:36.624364] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-30T20:19:36.624393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-30T20:19:36.636312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-30T20:19:36.636676] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-30T20:19:36.637471] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-30T20:19:36.637523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:36.637555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:36.637610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:36.637670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:36.704964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:36.706240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:36.706396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:36.706454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:36.845930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:36.846108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:36.846167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:36.846199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:36.849976] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-30T20:19:36.850291] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-30T20:19:36.850422] [INFO ] [sig       ] CPNG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:37.053051] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPNG.txt
[2025-12-30T20:19:37.053203] [INFO ] [sig       ] [785/3539] Completed CPNG in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-30T20:19:37.053246] [INFO ] [sig       ] [786/3539] Forecasting CPRI...
[2025-12-30T20:19:37.053275] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-30T20:19:37.053307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-30T20:19:37.163112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-30T20:19:37.163528] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-30T20:19:37.164410] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-30T20:19:37.164467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:37.164499] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:37.164527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:37.164609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:37.224103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:37.225001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:37.225101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:37.225135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:37.348659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:37.348864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:37.348913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:37.348942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:37.352491] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-30T20:19:37.352828] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-30T20:19:37.352964] [INFO ] [sig       ] CPRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:37.497293] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CPRI.txt
[2025-12-30T20:19:37.497439] [INFO ] [sig       ] [786/3539] Completed CPRI in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:37.497477] [INFO ] [sig       ] [787/3539] Forecasting CPRX...
[2025-12-30T20:19:37.497507] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-30T20:19:37.497544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-30T20:19:37.512695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-30T20:19:37.513076] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-30T20:19:37.513918] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-30T20:19:37.513971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:37.514004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:37.514031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:37.514088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:37.571316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:37.572080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:37.572162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:37.572196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:37.687903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:37.688056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:37.688097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:37.688125] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:37.691495] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-12-30T20:19:37.691786] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-30T20:19:37.691914] [INFO ] [sig       ] CPRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:37.834893] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPRX.txt
[2025-12-30T20:19:37.835228] [INFO ] [sig       ] [787/3539] Completed CPRX in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:37.835269] [INFO ] [sig       ] [788/3539] Forecasting CPS...
[2025-12-30T20:19:37.835299] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-30T20:19:37.835329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-30T20:19:37.847521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-30T20:19:37.847920] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-30T20:19:37.848754] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-30T20:19:37.848810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:37.848843] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:37.848871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:37.848929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:37.907726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:37.908556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:37.908661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:37.908695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:38.031746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:38.031924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:38.031966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:38.031994] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:38.035349] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-30T20:19:38.035642] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-30T20:19:38.035769] [INFO ] [sig       ] CPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:38.181042] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPS.txt
[2025-12-30T20:19:38.181270] [INFO ] [sig       ] [788/3539] Completed CPS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:38.181329] [INFO ] [sig       ] [789/3539] Forecasting CPSH...
[2025-12-30T20:19:38.181372] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-30T20:19:38.181416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-30T20:19:38.193247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-30T20:19:38.193626] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-30T20:19:38.194404] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-30T20:19:38.194460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:38.194499] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:38.194527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:38.194617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:38.252393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:38.253294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:38.253379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:38.253411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:38.381828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:38.381982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:38.382022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:38.382049] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:38.385365] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-30T20:19:38.385653] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-30T20:19:38.385775] [INFO ] [sig       ] CPSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:38.525961] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPSH.txt
[2025-12-30T20:19:38.526081] [INFO ] [sig       ] [789/3539] Completed CPSH in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:38.526119] [INFO ] [sig       ] [790/3539] Forecasting CPSS...
[2025-12-30T20:19:38.526149] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-30T20:19:38.526179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-30T20:19:38.537948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-30T20:19:38.538251] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-30T20:19:38.539059] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-30T20:19:38.539112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:38.539144] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:38.539170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:38.539227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:38.597796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:38.598595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:38.598673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:38.598704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:38.704382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:38.704537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:38.704593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:38.704625] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:38.708742] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-30T20:19:38.709247] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-30T20:19:38.709378] [INFO ] [sig       ] CPSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:38.857537] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPSS.txt
[2025-12-30T20:19:38.857688] [INFO ] [sig       ] [790/3539] Completed CPSS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:38.857728] [INFO ] [sig       ] [791/3539] Forecasting CPZ...
[2025-12-30T20:19:38.857757] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-30T20:19:38.857787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-30T20:19:38.869510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-30T20:19:38.869804] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-30T20:19:38.870553] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-30T20:19:38.870626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:38.870659] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:38.870686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:38.870743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:38.926824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:38.927421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:38.927497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:38.927529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:39.042627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:39.042801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:39.042845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:39.042877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:39.046303] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-12-30T20:19:39.046601] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-30T20:19:39.046727] [INFO ] [sig       ] CPZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:39.190392] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CPZ.txt
[2025-12-30T20:19:39.190535] [INFO ] [sig       ] [791/3539] Completed CPZ in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:39.190593] [INFO ] [sig       ] [792/3539] Forecasting CQP...
[2025-12-30T20:19:39.190624] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-30T20:19:39.190654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-30T20:19:39.201880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-30T20:19:39.202213] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-30T20:19:39.203004] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-30T20:19:39.203059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:39.203118] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:39.203148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:39.203208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:39.260934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:39.261762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:39.261852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:39.261884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:39.379476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:39.379661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:39.379708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:39.379735] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:39.383080] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-30T20:19:39.383353] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-30T20:19:39.383475] [INFO ] [sig       ] CQP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:39.522836] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CQP.txt
[2025-12-30T20:19:39.522950] [INFO ] [sig       ] [792/3539] Completed CQP in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:39.522989] [INFO ] [sig       ] [793/3539] Forecasting CRAI...
[2025-12-30T20:19:39.523017] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-30T20:19:39.523047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-30T20:19:39.534901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-30T20:19:39.535180] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-30T20:19:39.535944] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-30T20:19:39.535996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:39.536027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:39.536053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:39.536110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:39.607279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:39.608376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:39.608484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:39.608532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:39.727916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:39.728071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:39.728116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:39.728145] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:39.731671] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-12-30T20:19:39.731971] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-30T20:19:39.732095] [INFO ] [sig       ] CRAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:39.873688] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRAI.txt
[2025-12-30T20:19:39.873849] [INFO ] [sig       ] [793/3539] Completed CRAI in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:39.873890] [INFO ] [sig       ] [794/3539] Forecasting CRBG...
[2025-12-30T20:19:39.873920] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-30T20:19:39.873952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-30T20:19:39.885449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-30T20:19:39.885846] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-30T20:19:39.886643] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-30T20:19:39.886697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:39.886729] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:39.886756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:39.886813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:39.946593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:39.947464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:39.947554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:39.947606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:40.071377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:40.071556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:40.071616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:40.071648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:40.075127] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-30T20:19:40.075412] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-30T20:19:40.075543] [INFO ] [sig       ] CRBG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:40.221816] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRBG.txt
[2025-12-30T20:19:40.221976] [INFO ] [sig       ] [794/3539] Completed CRBG in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:40.222017] [INFO ] [sig       ] [795/3539] Forecasting CRBP...
[2025-12-30T20:19:40.222045] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-30T20:19:40.222076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-30T20:19:40.235627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-30T20:19:40.236024] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-30T20:19:40.236839] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-30T20:19:40.236894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:40.236927] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:40.236955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:40.237012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:40.294749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:40.295617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:40.295708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:40.295741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:40.414334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:40.414495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:40.414537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:40.414618] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:40.418065] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-30T20:19:40.418340] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-30T20:19:40.418466] [INFO ] [sig       ] CRBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:40.567500] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRBP.txt
[2025-12-30T20:19:40.567645] [INFO ] [sig       ] [795/3539] Completed CRBP in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:40.567687] [INFO ] [sig       ] [796/3539] Forecasting CRC...
[2025-12-30T20:19:40.567715] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-30T20:19:40.567746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-30T20:19:40.582506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-30T20:19:40.582882] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-30T20:19:40.583724] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-30T20:19:40.583786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:40.583820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:40.583847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:40.583905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:40.641666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:40.642448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:40.642530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:40.642563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:40.763615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:40.763725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:40.763763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:40.763791] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:40.767011] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=51.15%)
[2025-12-30T20:19:40.767282] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-30T20:19:40.767408] [INFO ] [sig       ] CRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:40.919537] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRC.txt
[2025-12-30T20:19:40.919680] [INFO ] [sig       ] [796/3539] Completed CRC in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:40.919720] [INFO ] [sig       ] [797/3539] Forecasting CRDF...
[2025-12-30T20:19:40.919763] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-30T20:19:40.919801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-30T20:19:40.932109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-30T20:19:40.932452] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-30T20:19:40.933254] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-30T20:19:40.933308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:40.933340] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:40.933366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:40.933424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:40.989536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:40.990473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:40.990564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:40.990619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:41.107341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:41.107502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:41.107545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:41.107595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:41.111117] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-30T20:19:41.111390] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-30T20:19:41.111514] [INFO ] [sig       ] CRDF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:41.254949] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRDF.txt
[2025-12-30T20:19:41.255104] [INFO ] [sig       ] [797/3539] Completed CRDF in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:41.255146] [INFO ] [sig       ] [798/3539] Forecasting CRDO...
[2025-12-30T20:19:41.255176] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-30T20:19:41.255207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-30T20:19:41.267929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-30T20:19:41.268304] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-30T20:19:41.269187] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-30T20:19:41.269243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:41.269276] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:41.269302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:41.269361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:41.328406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:41.329650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:41.329750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:41.329784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:41.452459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:41.452643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:41.452688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:41.452717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:41.456450] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-30T20:19:41.456847] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-30T20:19:41.457031] [INFO ] [sig       ] CRDO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:41.603567] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRDO.txt
[2025-12-30T20:19:41.603714] [INFO ] [sig       ] [798/3539] Completed CRDO in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:41.603753] [INFO ] [sig       ] [799/3539] Forecasting CRESY...
[2025-12-30T20:19:41.603782] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-30T20:19:41.603812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-30T20:19:41.615657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-30T20:19:41.615963] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-30T20:19:41.616787] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-30T20:19:41.616842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:41.616886] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:41.616922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:41.616988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:41.678271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:41.678967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:41.679049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:41.679082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:41.801660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:41.801824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:41.801869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:41.801899] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:41.805598] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-30T20:19:41.805904] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-30T20:19:41.806041] [INFO ] [sig       ] CRESY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:41.947101] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRESY.txt
[2025-12-30T20:19:41.947227] [INFO ] [sig       ] [799/3539] Completed CRESY in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:41.947267] [INFO ] [sig       ] [800/3539] Forecasting CREX...
[2025-12-30T20:19:41.947296] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-30T20:19:41.947326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-30T20:19:41.959802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-30T20:19:41.960192] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-30T20:19:41.961026] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-30T20:19:41.961080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:41.961112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:41.961138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:41.961194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:42.017082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:42.017980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:42.018072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:42.018104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:42.138799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:42.138967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:42.139009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:42.139037] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:42.142411] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-30T20:19:42.142705] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-30T20:19:42.142829] [INFO ] [sig       ] CREX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:42.282365] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CREX.txt
[2025-12-30T20:19:42.282484] [INFO ] [sig       ] [800/3539] Completed CREX in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-30T20:19:42.282522] [INFO ] [sig       ] [801/3539] Forecasting CRGO...
[2025-12-30T20:19:42.282551] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-30T20:19:42.282598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-30T20:19:42.294670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-30T20:19:42.294992] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-30T20:19:42.295826] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-30T20:19:42.295879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:42.295911] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:42.295938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:42.295995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:42.352310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:42.352947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:42.353028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:42.353060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:42.469953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:42.470149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:42.470211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:42.470254] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:42.473653] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-30T20:19:42.473945] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-30T20:19:42.474072] [INFO ] [sig       ] CRGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:42.616159] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRGO.txt
[2025-12-30T20:19:42.616315] [INFO ] [sig       ] [801/3539] Completed CRGO in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-30T20:19:42.616354] [INFO ] [sig       ] [802/3539] Forecasting CRGY...
[2025-12-30T20:19:42.616385] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-30T20:19:42.616416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-30T20:19:42.627737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-30T20:19:42.628109] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-30T20:19:42.628936] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-30T20:19:42.628989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:42.629021] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:42.629047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:42.629104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:42.687627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:42.688480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:42.688612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:42.688651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:42.808690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:42.808872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:42.808916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:42.808945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:42.812362] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-30T20:19:42.812655] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-30T20:19:42.812781] [INFO ] [sig       ] CRGY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:42.953444] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRGY.txt
[2025-12-30T20:19:42.953622] [INFO ] [sig       ] [802/3539] Completed CRGY in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-30T20:19:42.953677] [INFO ] [sig       ] [803/3539] Forecasting CRH...
[2025-12-30T20:19:42.953710] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-30T20:19:42.953741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-30T20:19:42.965341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-30T20:19:42.965676] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-30T20:19:42.966466] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-30T20:19:42.966518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:42.966548] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:42.966594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:42.966654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:43.026874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:43.027638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:43.027719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:43.027753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:43.151135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:43.151295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:43.151354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:43.151386] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:43.154815] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-30T20:19:43.155112] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-30T20:19:43.155235] [INFO ] [sig       ] CRH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:43.315841] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRH.txt
[2025-12-30T20:19:43.316001] [INFO ] [sig       ] [803/3539] Completed CRH in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-30T20:19:43.316042] [INFO ] [sig       ] [804/3539] Forecasting CRI...
[2025-12-30T20:19:43.316071] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-30T20:19:43.316102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-30T20:19:43.328004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-30T20:19:43.328424] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-30T20:19:43.329269] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-30T20:19:43.329322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:43.329356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:43.329383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:43.329439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:43.390200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:43.391098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:43.391183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:43.391217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:43.515133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:43.515323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:43.515365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:43.515392] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:43.518945] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-30T20:19:43.519272] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-30T20:19:43.519423] [INFO ] [sig       ] CRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:43.663012] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRI.txt
[2025-12-30T20:19:43.663180] [INFO ] [sig       ] [804/3539] Completed CRI in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:43.663230] [INFO ] [sig       ] [805/3539] Forecasting CRIS...
[2025-12-30T20:19:43.663263] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-30T20:19:43.663292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-30T20:19:43.674808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-30T20:19:43.675114] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-30T20:19:43.675920] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-30T20:19:43.675973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:43.676005] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:43.676032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:43.676090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:43.734682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:43.735636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:43.735765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:43.735801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:43.855146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:43.855308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:43.855348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:43.855377] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:43.858734] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-30T20:19:43.859022] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-30T20:19:43.859148] [INFO ] [sig       ] CRIS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:44.006078] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRIS.txt
[2025-12-30T20:19:44.006321] [INFO ] [sig       ] [805/3539] Completed CRIS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:44.006382] [INFO ] [sig       ] [806/3539] Forecasting CRK...
[2025-12-30T20:19:44.006423] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-30T20:19:44.006467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-30T20:19:44.018274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-30T20:19:44.018605] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-30T20:19:44.022897] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-30T20:19:44.022979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:44.023013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:44.023040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:44.023098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:44.081138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:44.082032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:44.082124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:44.082157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:44.212006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:44.212164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:44.212208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:44.212238] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:44.215768] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-30T20:19:44.216050] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-30T20:19:44.216176] [INFO ] [sig       ] CRK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:44.359023] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRK.txt
[2025-12-30T20:19:44.359175] [INFO ] [sig       ] [806/3539] Completed CRK in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:44.359217] [INFO ] [sig       ] [807/3539] Forecasting CRL...
[2025-12-30T20:19:44.359246] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-30T20:19:44.359277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-30T20:19:44.371186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-30T20:19:44.371631] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-30T20:19:44.372471] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-30T20:19:44.372528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:44.372614] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:44.372651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:44.372712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:44.431613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:44.432504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:44.432615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:44.432651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:44.558808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:44.558965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:44.559007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:44.559037] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:44.562477] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-30T20:19:44.562784] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-30T20:19:44.562915] [INFO ] [sig       ] CRL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:44.705594] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRL.txt
[2025-12-30T20:19:44.705752] [INFO ] [sig       ] [807/3539] Completed CRL in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:44.705792] [INFO ] [sig       ] [808/3539] Forecasting CRM...
[2025-12-30T20:19:44.705822] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-30T20:19:44.705853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-30T20:19:44.717552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-30T20:19:44.717893] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-30T20:19:44.718678] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-30T20:19:44.718758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:44.718795] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:44.718824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:44.718884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:44.776980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:44.777733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:44.777820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:44.777854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:44.895639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:44.895794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:44.895836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:44.895865] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:44.899204] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-30T20:19:44.899477] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-30T20:19:44.899624] [INFO ] [sig       ] CRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:45.040188] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRM.txt
[2025-12-30T20:19:45.040319] [INFO ] [sig       ] [808/3539] Completed CRM in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:45.040359] [INFO ] [sig       ] [809/3539] Forecasting CRMD...
[2025-12-30T20:19:45.040389] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-30T20:19:45.040419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-30T20:19:45.052664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-30T20:19:45.053067] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-30T20:19:45.053908] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-30T20:19:45.053961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:45.054036] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:45.054065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:45.054122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:45.111514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:45.112435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:45.112544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:45.112602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:45.232049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:45.232213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:45.232254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:45.232282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:45.235627] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-30T20:19:45.235907] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-30T20:19:45.236035] [INFO ] [sig       ] CRMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:45.379795] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRMD.txt
[2025-12-30T20:19:45.379953] [INFO ] [sig       ] [809/3539] Completed CRMD in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:45.379993] [INFO ] [sig       ] [810/3539] Forecasting CRML...
[2025-12-30T20:19:45.380023] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-30T20:19:45.380054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-30T20:19:45.391256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-30T20:19:45.391621] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-30T20:19:45.392385] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-30T20:19:45.392437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:45.392468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:45.392494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:45.392551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:45.451355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:45.452225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:45.452310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:45.452343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:45.575976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:45.576140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:45.576182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:45.576211] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:45.579686] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=43.43%)
[2025-12-30T20:19:45.579985] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-30T20:19:45.580116] [INFO ] [sig       ] CRML: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:45.720243] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRML.txt
[2025-12-30T20:19:45.720401] [INFO ] [sig       ] [810/3539] Completed CRML in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:45.720438] [INFO ] [sig       ] [811/3539] Forecasting CRNC...
[2025-12-30T20:19:45.720474] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-30T20:19:45.720505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-30T20:19:45.731452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-30T20:19:45.731802] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-30T20:19:45.732554] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-30T20:19:45.732644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:45.732688] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:45.732716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:45.732774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:45.790362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:45.791238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:45.791325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:45.791358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:45.909016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:45.909186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:45.909227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:45.909255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:45.912551] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-12-30T20:19:45.912858] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-30T20:19:45.912994] [INFO ] [sig       ] CRNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:46.054125] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRNC.txt
[2025-12-30T20:19:46.054283] [INFO ] [sig       ] [811/3539] Completed CRNC in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:46.054323] [INFO ] [sig       ] [812/3539] Forecasting CRNX...
[2025-12-30T20:19:46.054354] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-30T20:19:46.054385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-30T20:19:46.065811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-30T20:19:46.066165] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-30T20:19:46.066977] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-30T20:19:46.067031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:46.067063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:46.067089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:46.067146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:46.124957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:46.125823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:46.125910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:46.125943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:46.255966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:46.256143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:46.256197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:46.256268] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:46.260777] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-30T20:19:46.261153] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-30T20:19:46.261339] [INFO ] [sig       ] CRNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:46.403010] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRNX.txt
[2025-12-30T20:19:46.403168] [INFO ] [sig       ] [812/3539] Completed CRNX in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:46.403209] [INFO ] [sig       ] [813/3539] Forecasting CRON...
[2025-12-30T20:19:46.403238] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-30T20:19:46.403269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-30T20:19:46.414720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-30T20:19:46.415097] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-30T20:19:46.415917] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-30T20:19:46.415972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:46.416004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:46.416031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:46.416090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:46.474551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:46.475399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:46.475486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:46.475520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:46.598432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:46.598609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:46.598653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:46.598683] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:46.602061] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-30T20:19:46.602338] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-30T20:19:46.602467] [INFO ] [sig       ] CRON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:46.742680] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRON.txt
[2025-12-30T20:19:46.742833] [INFO ] [sig       ] [813/3539] Completed CRON in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:46.742873] [INFO ] [sig       ] [814/3539] Forecasting CROX...
[2025-12-30T20:19:46.742902] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-30T20:19:46.742932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-30T20:19:46.754532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-30T20:19:46.754911] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-30T20:19:46.755723] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-30T20:19:46.755778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:46.755811] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:46.755838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:46.755902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:46.814164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:46.815026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:46.815112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:46.815147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:46.934223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:46.934387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:46.934430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:46.934477] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:46.937946] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-30T20:19:46.938235] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-30T20:19:46.938365] [INFO ] [sig       ] CROX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:47.090349] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CROX.txt
[2025-12-30T20:19:47.090477] [INFO ] [sig       ] [814/3539] Completed CROX in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:47.090517] [INFO ] [sig       ] [815/3539] Forecasting CRS...
[2025-12-30T20:19:47.090546] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-30T20:19:47.090593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-30T20:19:47.101586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-30T20:19:47.101867] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-30T20:19:47.102678] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-30T20:19:47.102730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:47.102761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:47.102787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:47.102844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:47.162748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:47.163516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:47.163618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:47.163656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:47.282913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:47.283060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:47.283101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:47.283131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:47.286510] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-30T20:19:47.286803] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-30T20:19:47.286929] [INFO ] [sig       ] CRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:47.435429] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRS.txt
[2025-12-30T20:19:47.435564] [INFO ] [sig       ] [815/3539] Completed CRS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:47.435625] [INFO ] [sig       ] [816/3539] Forecasting CRSP...
[2025-12-30T20:19:47.435657] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-30T20:19:47.435690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-30T20:19:47.447013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-30T20:19:47.447329] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-30T20:19:47.448133] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-30T20:19:47.448187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:47.448221] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:47.448251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:47.448311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:47.508247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:47.508935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:47.509019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:47.509069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:47.626898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:47.627036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:47.627083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:47.627113] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:47.630569] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-30T20:19:47.630863] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-30T20:19:47.630987] [INFO ] [sig       ] CRSP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:47.779361] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRSP.txt
[2025-12-30T20:19:47.779480] [INFO ] [sig       ] [816/3539] Completed CRSP in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-30T20:19:47.779521] [INFO ] [sig       ] [817/3539] Forecasting CRTO...
[2025-12-30T20:19:47.779552] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-30T20:19:47.779601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-30T20:19:47.790758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-30T20:19:47.791036] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-30T20:19:47.791879] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-30T20:19:47.791934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:47.791967] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:47.791995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:47.792059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:47.851188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:47.851824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:47.851908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:47.851943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:47.973553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:47.973683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:47.973723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:47.973753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:47.977020] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-30T20:19:47.977293] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-30T20:19:47.977417] [INFO ] [sig       ] CRTO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:48.125519] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRTO.txt
[2025-12-30T20:19:48.125655] [INFO ] [sig       ] [817/3539] Completed CRTO in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-30T20:19:48.125695] [INFO ] [sig       ] [818/3539] Forecasting CRUS...
[2025-12-30T20:19:48.125724] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-30T20:19:48.125753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-30T20:19:48.136783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-30T20:19:48.137041] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-30T20:19:48.137811] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-30T20:19:48.137863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:48.137894] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:48.137929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:48.137987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:48.196455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:48.197087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:48.197169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:48.197203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:48.316916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:48.317033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:48.317073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:48.317103] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:48.320392] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-30T20:19:48.320695] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-30T20:19:48.320824] [INFO ] [sig       ] CRUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:48.467490] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRUS.txt
[2025-12-30T20:19:48.467628] [INFO ] [sig       ] [818/3539] Completed CRUS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-30T20:19:48.467669] [INFO ] [sig       ] [819/3539] Forecasting CRVL...
[2025-12-30T20:19:48.467704] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-30T20:19:48.467734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-30T20:19:48.479352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-30T20:19:48.479648] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-30T20:19:48.480606] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-30T20:19:48.480665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:48.480699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:48.480729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:48.480789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:48.541113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:48.541740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:48.541844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:48.541878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:48.664502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:48.664643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:48.664690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:48.664717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:48.667912] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-30T20:19:48.668175] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-30T20:19:48.668295] [INFO ] [sig       ] CRVL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:48.813032] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRVL.txt
[2025-12-30T20:19:48.813145] [INFO ] [sig       ] [819/3539] Completed CRVL in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-30T20:19:48.813183] [INFO ] [sig       ] [820/3539] Forecasting CRVO...
[2025-12-30T20:19:48.813212] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-30T20:19:48.813242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-30T20:19:48.824103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-30T20:19:48.824375] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-30T20:19:48.825173] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-30T20:19:48.825225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:48.825255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:48.825282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:48.825339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:48.890078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:48.891028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:48.891119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:48.891155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:49.010214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:49.010349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:49.010388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:49.010416] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:49.013689] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-12-30T20:19:49.013952] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-30T20:19:49.014074] [INFO ] [sig       ] CRVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:49.173648] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRVO.txt
[2025-12-30T20:19:49.173788] [INFO ] [sig       ] [820/3539] Completed CRVO in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-30T20:19:49.173828] [INFO ] [sig       ] [821/3539] Forecasting CRVS...
[2025-12-30T20:19:49.173859] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-30T20:19:49.173892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-30T20:19:49.186038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-30T20:19:49.186330] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-30T20:19:49.187175] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-30T20:19:49.187230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:49.187263] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:49.187291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:49.187351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:49.251674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:49.252365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:49.252452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:49.252486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:49.384208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:49.384380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:49.384425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:49.384456] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:49.388262] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-30T20:19:49.388634] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-30T20:19:49.388805] [INFO ] [sig       ] CRVS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:49.540749] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRVS.txt
[2025-12-30T20:19:49.540894] [INFO ] [sig       ] [821/3539] Completed CRVS in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:49.540934] [INFO ] [sig       ] [822/3539] Forecasting CRWD...
[2025-12-30T20:19:49.540964] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-30T20:19:49.541000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-30T20:19:49.552889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-30T20:19:49.553225] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-30T20:19:49.554079] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-30T20:19:49.554134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:49.554168] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:49.554197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:49.554257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:49.615445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:49.616355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:49.616443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:49.616478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:49.742772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:49.742931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:49.742977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:49.743009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:49.746539] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-30T20:19:49.746844] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-30T20:19:49.746976] [INFO ] [sig       ] CRWD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:49.898455] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CRWD.txt
[2025-12-30T20:19:49.898646] [INFO ] [sig       ] [822/3539] Completed CRWD in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:49.898688] [INFO ] [sig       ] [823/3539] Forecasting CRWS...
[2025-12-30T20:19:49.898744] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-30T20:19:49.898779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-30T20:19:49.910081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-30T20:19:49.910413] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-30T20:19:49.911223] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-30T20:19:49.911277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:49.911311] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:49.911340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:49.911400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:49.972586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:49.973463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:49.973558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:49.973618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:50.096292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:50.096455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:50.096497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:50.096526] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:50.101634] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-30T20:19:50.102152] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-30T20:19:50.102343] [INFO ] [sig       ] CRWS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:50.259296] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CRWS.txt
[2025-12-30T20:19:50.259444] [INFO ] [sig       ] [823/3539] Completed CRWS in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:50.259485] [INFO ] [sig       ] [824/3539] Forecasting CSAN...
[2025-12-30T20:19:50.259514] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-30T20:19:50.259545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-30T20:19:50.270515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-30T20:19:50.270819] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-30T20:19:50.271605] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-30T20:19:50.271658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:50.271690] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:50.271717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:50.271774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:50.331088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:50.331853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:50.331940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:50.331974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:50.453997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:50.454160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:50.454201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:50.454228] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:50.457702] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-30T20:19:50.457975] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-30T20:19:50.458100] [INFO ] [sig       ] CSAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:50.599542] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSAN.txt
[2025-12-30T20:19:50.599712] [INFO ] [sig       ] [824/3539] Completed CSAN in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:50.599766] [INFO ] [sig       ] [825/3539] Forecasting CSB...
[2025-12-30T20:19:50.599797] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-30T20:19:50.599827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-30T20:19:50.610796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-30T20:19:50.611077] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-30T20:19:50.611910] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-30T20:19:50.611964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:50.611998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:50.612026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:50.612085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:50.671157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:50.671924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:50.672009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:50.672042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:50.782673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:50.782835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:50.782878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:50.782907] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:50.786553] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-30T20:19:50.786881] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-30T20:19:50.787015] [INFO ] [sig       ] CSB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:50.930504] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSB.txt
[2025-12-30T20:19:50.930651] [INFO ] [sig       ] [825/3539] Completed CSB in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:50.930693] [INFO ] [sig       ] [826/3539] Forecasting CSCO...
[2025-12-30T20:19:50.930722] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-30T20:19:50.930751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-30T20:19:50.942154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-30T20:19:50.942455] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-30T20:19:50.943226] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-30T20:19:50.943279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:50.943334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:50.943363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:50.943421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:51.001723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:51.002555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:51.002660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:51.002696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:51.121681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:51.121830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:51.121871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:51.121899] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:51.125177] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-30T20:19:51.125442] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-30T20:19:51.125564] [INFO ] [sig       ] CSCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:51.268786] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CSCO.txt
[2025-12-30T20:19:51.268968] [INFO ] [sig       ] [826/3539] Completed CSCO in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:51.269012] [INFO ] [sig       ] [827/3539] Forecasting CSGP...
[2025-12-30T20:19:51.269041] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-30T20:19:51.269072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-30T20:19:51.281104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-30T20:19:51.281429] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-30T20:19:51.282206] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-30T20:19:51.282257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:51.282288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:51.282315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:51.282372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:51.341880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:51.342793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:51.342903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:51.342939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:51.466379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:51.466532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:51.466588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:51.466620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:51.470045] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-30T20:19:51.470365] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-30T20:19:51.470501] [INFO ] [sig       ] CSGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:51.618060] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSGP.txt
[2025-12-30T20:19:51.618218] [INFO ] [sig       ] [827/3539] Completed CSGP in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:51.618259] [INFO ] [sig       ] [828/3539] Forecasting CSGS...
[2025-12-30T20:19:51.618290] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-30T20:19:51.618321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-30T20:19:51.630198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-30T20:19:51.630523] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-30T20:19:51.631368] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-30T20:19:51.631422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:51.631455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:51.631482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:51.631541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:51.691645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:51.692416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:51.692500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:51.692533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:51.813223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:51.813386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:51.813428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:51.813458] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:51.817118] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-30T20:19:51.817507] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-30T20:19:51.817678] [INFO ] [sig       ] CSGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:51.976028] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSGS.txt
[2025-12-30T20:19:51.976188] [INFO ] [sig       ] [828/3539] Completed CSGS in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:51.976228] [INFO ] [sig       ] [829/3539] Forecasting CSIQ...
[2025-12-30T20:19:51.976259] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-30T20:19:51.976292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-30T20:19:51.989079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-30T20:19:51.989487] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-30T20:19:51.990321] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-30T20:19:51.990374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:51.990405] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:51.990431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:51.990501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:52.049881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:52.050779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:52.050878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:52.050927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:52.180141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:52.180294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:52.180335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:52.180410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:52.183884] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-30T20:19:52.184163] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-30T20:19:52.184295] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:52.327983] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSIQ.txt
[2025-12-30T20:19:52.328121] [INFO ] [sig       ] [829/3539] Completed CSIQ in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:52.328160] [INFO ] [sig       ] [830/3539] Forecasting CSPI...
[2025-12-30T20:19:52.328191] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-30T20:19:52.328222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-30T20:19:52.339569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-30T20:19:52.339901] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-30T20:19:52.340750] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-30T20:19:52.340803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:52.340836] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:52.340862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:52.340923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:52.401418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:52.402264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:52.402350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:52.402384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:52.524765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:52.524922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:52.524964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:52.524992] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:52.528355] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-30T20:19:52.528640] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-30T20:19:52.528786] [INFO ] [sig       ] CSPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:52.670525] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CSPI.txt
[2025-12-30T20:19:52.670685] [INFO ] [sig       ] [830/3539] Completed CSPI in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:52.670727] [INFO ] [sig       ] [831/3539] Forecasting CSQ...
[2025-12-30T20:19:52.670756] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-30T20:19:52.670787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-30T20:19:52.683453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-30T20:19:52.683787] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-30T20:19:52.684603] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-30T20:19:52.684668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:52.684703] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:52.684731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:52.684791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:52.742889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:52.743641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:52.743746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:52.743782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:52.864851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:52.865022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:52.865066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:52.865097] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:52.868672] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-30T20:19:52.869023] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-30T20:19:52.869202] [INFO ] [sig       ] CSQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:53.018351] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CSQ.txt
[2025-12-30T20:19:53.018508] [INFO ] [sig       ] [831/3539] Completed CSQ in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:53.018550] [INFO ] [sig       ] [832/3539] Forecasting CSTL...
[2025-12-30T20:19:53.018601] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-30T20:19:53.018636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-30T20:19:53.033073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-30T20:19:53.033601] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-30T20:19:53.034550] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-30T20:19:53.034623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:53.034658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:53.034684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:53.034746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:53.094037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:53.095166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:53.095266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:53.095311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:53.229948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:53.230173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:53.230220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:53.230251] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:53.234757] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-12-30T20:19:53.235100] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-30T20:19:53.236076] [INFO ] [sig       ] CSTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:53.380227] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSTL.txt
[2025-12-30T20:19:53.380407] [INFO ] [sig       ] [832/3539] Completed CSTL in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:53.380452] [INFO ] [sig       ] [833/3539] Forecasting CSTM...
[2025-12-30T20:19:53.380481] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-30T20:19:53.380512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-30T20:19:53.395222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-30T20:19:53.395715] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-30T20:19:53.396746] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-30T20:19:53.396812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:53.396853] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:53.396889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:53.396972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:53.461319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:53.462221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:53.462307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:53.462341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:53.590850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:53.591014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:53.591058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:53.591089] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:53.595261] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-30T20:19:53.595772] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-30T20:19:53.595903] [INFO ] [sig       ] CSTM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:53.738683] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSTM.txt
[2025-12-30T20:19:53.738966] [INFO ] [sig       ] [833/3539] Completed CSTM in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:53.739007] [INFO ] [sig       ] [834/3539] Forecasting CSWC...
[2025-12-30T20:19:53.739037] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-30T20:19:53.739066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-30T20:19:53.750613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-30T20:19:53.750910] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-30T20:19:53.751682] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-30T20:19:53.751735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:53.751767] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:53.751793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:53.751850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:53.809466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:53.810303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:53.810388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:53.810421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:53.932046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:53.932222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:53.932269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:53.932299] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:53.935855] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=71.22%)
[2025-12-30T20:19:53.936151] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-30T20:19:53.936284] [INFO ] [sig       ] CSWC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:54.084200] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSWC.txt
[2025-12-30T20:19:54.084365] [INFO ] [sig       ] [834/3539] Completed CSWC in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-30T20:19:54.084430] [INFO ] [sig       ] [835/3539] Forecasting CSX...
[2025-12-30T20:19:54.084462] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-30T20:19:54.084491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-30T20:19:54.095919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-30T20:19:54.096207] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-30T20:19:54.097005] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-30T20:19:54.097057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:54.097088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:54.097114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:54.097171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:54.154191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:54.154962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:54.155048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:54.155081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:54.277003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:54.277156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:54.277199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:54.277229] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:54.280591] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-30T20:19:54.280866] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-30T20:19:54.280988] [INFO ] [sig       ] CSX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:54.421804] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CSX.txt
[2025-12-30T20:19:54.421932] [INFO ] [sig       ] [835/3539] Completed CSX in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-30T20:19:54.421970] [INFO ] [sig       ] [836/3539] Forecasting CTAS...
[2025-12-30T20:19:54.422000] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-30T20:19:54.422030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-30T20:19:54.433329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-30T20:19:54.433677] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-30T20:19:54.434680] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-30T20:19:54.434733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:54.434765] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:54.434794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:54.434854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:54.494824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:54.495543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:54.495674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:54.495710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:54.613238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:54.613391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:54.613440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:54.613476] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:54.617024] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=67.94%)
[2025-12-30T20:19:54.617325] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-30T20:19:54.617452] [INFO ] [sig       ] CTAS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:54.765976] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTAS.txt
[2025-12-30T20:19:54.766144] [INFO ] [sig       ] [836/3539] Completed CTAS in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-30T20:19:54.766190] [INFO ] [sig       ] [837/3539] Forecasting CTBB...
[2025-12-30T20:19:54.766222] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-30T20:19:54.766254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-30T20:19:54.778252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-30T20:19:54.778666] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-30T20:19:54.779483] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-30T20:19:54.779541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:54.779602] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:54.779635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:54.779709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:54.843541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:54.844433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:54.844529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:54.844565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:54.970992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:54.971152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:54.971195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:54.971225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:54.975088] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-12-30T20:19:54.975377] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-30T20:19:54.975504] [INFO ] [sig       ] CTBB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:55.124816] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTBB.txt
[2025-12-30T20:19:55.124952] [INFO ] [sig       ] [837/3539] Completed CTBB in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-30T20:19:55.124990] [INFO ] [sig       ] [838/3539] Forecasting CTBI...
[2025-12-30T20:19:55.125018] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-30T20:19:55.125048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-30T20:19:55.136379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-30T20:19:55.136752] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-30T20:19:55.137638] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-30T20:19:55.137691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:55.137724] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:55.137752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:55.137810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:55.198514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:55.199425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:55.199520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:55.199556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:55.330222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:55.330384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:55.330444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:55.330476] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:55.334068] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=45.01%)
[2025-12-30T20:19:55.334354] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-30T20:19:55.334484] [INFO ] [sig       ] CTBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:55.485200] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTBI.txt
[2025-12-30T20:19:55.485359] [INFO ] [sig       ] [838/3539] Completed CTBI in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-30T20:19:55.485403] [INFO ] [sig       ] [839/3539] Forecasting CTDD...
[2025-12-30T20:19:55.485435] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-30T20:19:55.485467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-30T20:19:55.496876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-30T20:19:55.497195] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-30T20:19:55.497998] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-30T20:19:55.498051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:55.498085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:55.498113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:55.498173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:55.559470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:55.560360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:55.560478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:55.560514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:55.670801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:55.670965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:55.671006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:55.671036] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:55.674390] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-30T20:19:55.674693] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-30T20:19:55.674819] [INFO ] [sig       ] CTDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:55.816586] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTDD.txt
[2025-12-30T20:19:55.816748] [INFO ] [sig       ] [839/3539] Completed CTDD in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:55.816790] [INFO ] [sig       ] [840/3539] Forecasting CTKB...
[2025-12-30T20:19:55.816819] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-30T20:19:55.816849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-30T20:19:55.827678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-30T20:19:55.828025] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-30T20:19:55.832276] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-30T20:19:55.832379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:55.832413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:55.832439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:55.832496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:55.888757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:55.889531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:55.889634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:55.889668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:56.006473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:56.006648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:56.006692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:56.006720] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:56.010145] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-30T20:19:56.010427] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-30T20:19:56.010553] [INFO ] [sig       ] CTKB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:56.149479] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTKB.txt
[2025-12-30T20:19:56.149638] [INFO ] [sig       ] [840/3539] Completed CTKB in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:56.149680] [INFO ] [sig       ] [841/3539] Forecasting CTLP...
[2025-12-30T20:19:56.149710] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-30T20:19:56.149739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-30T20:19:56.160985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-30T20:19:56.161305] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-30T20:19:56.162077] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-30T20:19:56.162129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:56.162160] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:56.162188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:56.162245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:56.218841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:56.219767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:56.219860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:56.219892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:56.335050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:56.335210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:56.335251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:56.335279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:56.338635] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-30T20:19:56.338945] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-30T20:19:56.339071] [INFO ] [sig       ] CTLP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:56.480384] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTLP.txt
[2025-12-30T20:19:56.480528] [INFO ] [sig       ] [841/3539] Completed CTLP in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:56.480568] [INFO ] [sig       ] [842/3539] Forecasting CTMX...
[2025-12-30T20:19:56.480616] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-30T20:19:56.480646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-30T20:19:56.491975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-30T20:19:56.492305] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-30T20:19:56.493088] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-30T20:19:56.493139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:56.493181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:56.493209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:56.493267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:56.549544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:56.550313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:56.550396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:56.550428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:56.668002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:56.668170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:56.668210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:56.668244] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:56.672077] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-30T20:19:56.672445] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-30T20:19:56.672611] [INFO ] [sig       ] CTMX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:56.825290] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTMX.txt
[2025-12-30T20:19:56.825444] [INFO ] [sig       ] [842/3539] Completed CTMX in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:56.825503] [INFO ] [sig       ] [843/3539] Forecasting CTNM...
[2025-12-30T20:19:56.825543] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-30T20:19:56.825595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-30T20:19:56.838881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-30T20:19:56.839246] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-30T20:19:56.840270] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-30T20:19:56.840324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:56.840599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:56.840633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:56.840693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:56.903815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:56.904654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:56.904739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:56.904774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:57.025420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:57.025598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:57.025640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:57.025669] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:57.029003] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-30T20:19:57.029280] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-30T20:19:57.029407] [INFO ] [sig       ] CTNM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:57.178568] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTNM.txt
[2025-12-30T20:19:57.178740] [INFO ] [sig       ] [843/3539] Completed CTNM in 0.4s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:57.178784] [INFO ] [sig       ] [844/3539] Forecasting CTO...
[2025-12-30T20:19:57.178819] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-30T20:19:57.178860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-30T20:19:57.190916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-30T20:19:57.191236] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-30T20:19:57.192022] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-30T20:19:57.192074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:57.192105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:57.192132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:57.192189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:57.250860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:57.251507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:57.251606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:57.251643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:57.372588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:57.372741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:57.372783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:57.372813] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:57.376177] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-30T20:19:57.376461] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-30T20:19:57.376604] [INFO ] [sig       ] CTO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:57.517472] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTO.txt
[2025-12-30T20:19:57.517662] [INFO ] [sig       ] [844/3539] Completed CTO in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:57.517719] [INFO ] [sig       ] [845/3539] Forecasting CTRA...
[2025-12-30T20:19:57.517759] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-30T20:19:57.517802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-30T20:19:57.530108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-30T20:19:57.530433] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-30T20:19:57.531222] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-30T20:19:57.531277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:57.531312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:57.531341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:57.531401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:57.589036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:57.589701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:57.589781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:57.589812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:57.702709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:57.702899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:57.702949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:57.702979] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:57.706457] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-12-30T20:19:57.706746] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-30T20:19:57.706876] [INFO ] [sig       ] CTRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:57.847330] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTRA.txt
[2025-12-30T20:19:57.847465] [INFO ] [sig       ] [845/3539] Completed CTRA in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:57.847512] [INFO ] [sig       ] [846/3539] Forecasting CTRE...
[2025-12-30T20:19:57.847544] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-30T20:19:57.847592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-30T20:19:57.859122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-30T20:19:57.859394] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-30T20:19:57.860181] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-30T20:19:57.860235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:57.860265] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:57.860296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:57.860352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:57.917703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:57.918367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:57.918447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:57.918478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:58.039462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:58.039635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:58.039675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:58.039746] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:58.043045] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2025-12-30T20:19:58.043327] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-30T20:19:58.043453] [INFO ] [sig       ] CTRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:58.188009] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTRE.txt
[2025-12-30T20:19:58.188170] [INFO ] [sig       ] [846/3539] Completed CTRE in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:58.188209] [INFO ] [sig       ] [847/3539] Forecasting CTRM...
[2025-12-30T20:19:58.188238] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-30T20:19:58.188267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-30T20:19:58.200095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-30T20:19:58.200395] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-30T20:19:58.201171] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-30T20:19:58.201222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:58.201254] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:58.201281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:58.201338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:58.259746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:58.260675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:58.260762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:58.260794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:58.377831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:58.377993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:58.378041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:58.378070] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:58.381506] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-30T20:19:58.381797] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-30T20:19:58.381948] [INFO ] [sig       ] CTRM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:58.528084] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTRM.txt
[2025-12-30T20:19:58.528219] [INFO ] [sig       ] [847/3539] Completed CTRM in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:58.528258] [INFO ] [sig       ] [848/3539] Forecasting CTRN...
[2025-12-30T20:19:58.528288] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-30T20:19:58.528318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-30T20:19:58.540269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-30T20:19:58.540550] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-30T20:19:58.541339] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-30T20:19:58.541391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:58.541421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:58.541448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:58.541505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:58.598276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:58.598883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:58.598960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:58.598992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:58.720632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:58.720778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:58.720817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:58.720846] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:58.724099] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-30T20:19:58.724367] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-30T20:19:58.724486] [INFO ] [sig       ] CTRN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:58.866213] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTRN.txt
[2025-12-30T20:19:58.866335] [INFO ] [sig       ] [848/3539] Completed CTRN in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:58.866373] [INFO ] [sig       ] [849/3539] Forecasting CTS...
[2025-12-30T20:19:58.866402] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-30T20:19:58.866433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-30T20:19:58.878289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-30T20:19:58.878558] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-30T20:19:58.879348] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-30T20:19:58.879399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:58.879431] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:58.879457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:58.879514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:58.939901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:58.940670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:58.940751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:58.940783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:59.059142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:59.059290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:59.059335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:59.059380] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:59.062710] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-30T20:19:59.062984] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-30T20:19:59.063105] [INFO ] [sig       ] CTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:19:59.205031] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CTS.txt
[2025-12-30T20:19:59.205146] [INFO ] [sig       ] [849/3539] Completed CTS in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:59.205182] [INFO ] [sig       ] [850/3539] Forecasting CTSH...
[2025-12-30T20:19:59.205211] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-30T20:19:59.205241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-30T20:19:59.216395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-30T20:19:59.216696] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-30T20:19:59.217439] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-30T20:19:59.217491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:59.217523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:59.217549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:59.217633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:59.274002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:59.274614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:59.274689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:59.274721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:59.391720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:59.391868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:59.391907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:59.391936] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:59.395182] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-30T20:19:59.395459] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-30T20:19:59.395593] [INFO ] [sig       ] CTSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:59.541458] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTSH.txt
[2025-12-30T20:19:59.541641] [INFO ] [sig       ] [850/3539] Completed CTSH in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:59.541685] [INFO ] [sig       ] [851/3539] Forecasting CTVA...
[2025-12-30T20:19:59.541723] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-30T20:19:59.541755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-30T20:19:59.553299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-30T20:19:59.553640] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-30T20:19:59.554435] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-30T20:19:59.554486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:59.554516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:59.554542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:59.554622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:59.613660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:59.614455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:59.614588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:59.614625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:19:59.740248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:19:59.740406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:19:59.740446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:19:59.740480] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:19:59.743805] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-30T20:19:59.744069] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-30T20:19:59.744186] [INFO ] [sig       ] CTVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:19:59.885226] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CTVA.txt
[2025-12-30T20:19:59.885354] [INFO ] [sig       ] [851/3539] Completed CTVA in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-30T20:19:59.885392] [INFO ] [sig       ] [852/3539] Forecasting CUBE...
[2025-12-30T20:19:59.885421] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-30T20:19:59.885450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-30T20:19:59.896322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-30T20:19:59.896608] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-30T20:19:59.897351] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-30T20:19:59.897403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:19:59.897434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:19:59.897461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:19:59.897518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:19:59.953690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:19:59.954535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:19:59.954637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:19:59.954670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:00.074173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:00.074314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:00.074355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:00.074385] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:00.077809] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-12-30T20:20:00.078101] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-30T20:20:00.078231] [INFO ] [sig       ] CUBE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:00.223290] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CUBE.txt
[2025-12-30T20:20:00.223421] [INFO ] [sig       ] [852/3539] Completed CUBE in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-30T20:20:00.223461] [INFO ] [sig       ] [853/3539] Forecasting CUBI...
[2025-12-30T20:20:00.223489] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-30T20:20:00.223520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-30T20:20:00.234511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-30T20:20:00.234824] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-30T20:20:00.235560] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-30T20:20:00.235629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:00.235661] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:00.235699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:00.235758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:00.291879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:00.292461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:00.292562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:00.293422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:00.413697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:00.413844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:00.413883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:00.413911] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:00.417184] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-12-30T20:20:00.417461] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-30T20:20:00.417597] [INFO ] [sig       ] CUBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:00.558018] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CUBI.txt
[2025-12-30T20:20:00.558167] [INFO ] [sig       ] [853/3539] Completed CUBI in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-30T20:20:00.558208] [INFO ] [sig       ] [854/3539] Forecasting CUK...
[2025-12-30T20:20:00.558238] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-30T20:20:00.558268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-30T20:20:00.570467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-30T20:20:00.570795] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-30T20:20:00.571611] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-30T20:20:00.571666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:00.571699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:00.571727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:00.571786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:00.629589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:00.630327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:00.630414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:00.630448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:00.756231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:00.756401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:00.756443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:00.756472] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:00.759955] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-12-30T20:20:00.760242] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-30T20:20:00.760367] [INFO ] [sig       ] CUK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:00.902910] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CUK.txt
[2025-12-30T20:20:00.903047] [INFO ] [sig       ] [854/3539] Completed CUK in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-30T20:20:00.903086] [INFO ] [sig       ] [855/3539] Forecasting CULP...
[2025-12-30T20:20:00.903116] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-30T20:20:00.903146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-30T20:20:00.915638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-30T20:20:00.915966] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-30T20:20:00.916791] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-30T20:20:00.916849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:00.916893] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:00.916926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:00.917007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:00.974621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:00.975353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:00.975436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:00.975469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:01.083567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:01.083746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:01.083788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:01.083819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:01.087289] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2025-12-30T20:20:01.087622] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-30T20:20:01.087767] [INFO ] [sig       ] CULP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:01.240635] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CULP.txt
[2025-12-30T20:20:01.240792] [INFO ] [sig       ] [855/3539] Completed CULP in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-30T20:20:01.240841] [INFO ] [sig       ] [856/3539] Forecasting CURI...
[2025-12-30T20:20:01.240875] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-30T20:20:01.240906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-30T20:20:01.253050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-30T20:20:01.253345] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-30T20:20:01.254147] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-30T20:20:01.254199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:01.254230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:01.254257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:01.254314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:01.313134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:01.314020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:01.314107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:01.314141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:01.435595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:01.435755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:01.435796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:01.435825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:01.439163] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-30T20:20:01.439433] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-30T20:20:01.439558] [INFO ] [sig       ] CURI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:01.586852] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CURI.txt
[2025-12-30T20:20:01.587032] [INFO ] [sig       ] [856/3539] Completed CURI in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:01.587073] [INFO ] [sig       ] [857/3539] Forecasting CUZ...
[2025-12-30T20:20:01.587102] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-30T20:20:01.587139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-30T20:20:01.599365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-30T20:20:01.599839] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-30T20:20:01.600785] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-30T20:20:01.600837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:01.600869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:01.600896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:01.600953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:01.657492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:01.658262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:01.658347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:01.658379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:01.777003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:01.777166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:01.777205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:01.777233] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:01.781122] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-30T20:20:01.781410] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-30T20:20:01.781540] [INFO ] [sig       ] CUZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:01.931679] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CUZ.txt
[2025-12-30T20:20:01.931834] [INFO ] [sig       ] [857/3539] Completed CUZ in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:01.931876] [INFO ] [sig       ] [858/3539] Forecasting CVAC...
[2025-12-30T20:20:01.931908] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-30T20:20:01.931952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-30T20:20:01.944268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-30T20:20:01.944627] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-30T20:20:01.945416] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-30T20:20:01.945469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:01.945501] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:01.945529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:01.945606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:02.006924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:02.007891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:02.007996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:02.008033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:02.141093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:02.141275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:02.141330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:02.141361] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:02.145013] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-30T20:20:02.145371] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-30T20:20:02.145527] [INFO ] [sig       ] CVAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:02.300851] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CVAC.txt
[2025-12-30T20:20:02.301083] [INFO ] [sig       ] [858/3539] Completed CVAC in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:02.301142] [INFO ] [sig       ] [859/3539] Forecasting CVBF...
[2025-12-30T20:20:02.301184] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-30T20:20:02.301227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-30T20:20:02.316396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-30T20:20:02.316925] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-30T20:20:02.317960] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-30T20:20:02.318024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:02.318067] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:02.318102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:02.318181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:02.401036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:02.402253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:02.402374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:02.402425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:02.562129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:02.562339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:02.562398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:02.562430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:02.566112] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-30T20:20:02.566435] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-30T20:20:02.566591] [INFO ] [sig       ] CVBF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:02.755984] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CVBF.txt
[2025-12-30T20:20:02.756181] [INFO ] [sig       ] [859/3539] Completed CVBF in 0.5s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:02.756241] [INFO ] [sig       ] [860/3539] Forecasting CVCO...
[2025-12-30T20:20:02.756276] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-30T20:20:02.756318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-30T20:20:02.854721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-30T20:20:02.855236] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-30T20:20:02.856486] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-30T20:20:02.856563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:02.856673] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:02.856720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:02.856823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:02.930858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:02.932136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:02.932255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:02.932310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:03.101699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:03.101909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:03.101979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:03.102029] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:03.108009] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-30T20:20:03.108623] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-30T20:20:03.108872] [INFO ] [sig       ] CVCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:03.309931] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CVCO.txt
[2025-12-30T20:20:03.310138] [INFO ] [sig       ] [860/3539] Completed CVCO in 0.6s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:03.310188] [INFO ] [sig       ] [861/3539] Forecasting CVE...
[2025-12-30T20:20:03.310222] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-30T20:20:03.310257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-30T20:20:03.325454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-30T20:20:03.325956] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-30T20:20:03.326991] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-30T20:20:03.327048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:03.327081] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:03.327109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:03.327185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:03.401016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:03.402267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:03.402386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:03.402436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:03.579919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:03.580110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:03.580156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:03.580187] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:03.583844] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-30T20:20:03.584164] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-30T20:20:03.584315] [INFO ] [sig       ] CVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:03.734014] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVE.txt
[2025-12-30T20:20:03.734190] [INFO ] [sig       ] [861/3539] Completed CVE in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:03.734234] [INFO ] [sig       ] [862/3539] Forecasting CVEO...
[2025-12-30T20:20:03.734265] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-30T20:20:03.734299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-30T20:20:03.746789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-30T20:20:03.747197] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-30T20:20:03.748104] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-30T20:20:03.748159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:03.748193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:03.748220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:03.748278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:03.806069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:03.806979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:03.807075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:03.807107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:03.936293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:03.936451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:03.936493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:03.936522] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:03.940440] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-30T20:20:03.941008] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-30T20:20:03.941175] [INFO ] [sig       ] CVEO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:04.115753] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CVEO.txt
[2025-12-30T20:20:04.115949] [INFO ] [sig       ] [862/3539] Completed CVEO in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:04.116000] [INFO ] [sig       ] [863/3539] Forecasting CVGI...
[2025-12-30T20:20:04.116036] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-30T20:20:04.116074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-30T20:20:04.128480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-30T20:20:04.128871] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-30T20:20:04.129701] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-30T20:20:04.129756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:04.129790] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:04.129818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:04.129878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:04.192439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:04.193312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:04.193400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:04.193433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:04.315669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:04.315824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:04.315865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:04.315926] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:04.319271] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-30T20:20:04.319538] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-30T20:20:04.319678] [INFO ] [sig       ] CVGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:04.458640] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVGI.txt
[2025-12-30T20:20:04.458784] [INFO ] [sig       ] [863/3539] Completed CVGI in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:04.458827] [INFO ] [sig       ] [864/3539] Forecasting CVI...
[2025-12-30T20:20:04.458856] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-30T20:20:04.458887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-30T20:20:04.470419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-30T20:20:04.470743] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-30T20:20:04.471512] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-30T20:20:04.471565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:04.471621] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:04.471648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:04.471715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:04.530760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:04.531618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:04.531704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:04.531739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:04.653807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:04.653979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:04.654033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:04.654062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:04.657647] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-30T20:20:04.657936] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-30T20:20:04.658066] [INFO ] [sig       ] CVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:04.813464] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVI.txt
[2025-12-30T20:20:04.813654] [INFO ] [sig       ] [864/3539] Completed CVI in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:04.813703] [INFO ] [sig       ] [865/3539] Forecasting CVKD...
[2025-12-30T20:20:04.813734] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-30T20:20:04.813766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-30T20:20:04.825557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-30T20:20:04.825938] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-30T20:20:04.826789] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-30T20:20:04.826842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:04.826874] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:04.826901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:04.826959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:04.886603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:04.887501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:04.887610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:04.887647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:05.005392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:05.005550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:05.005617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:05.005647] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:05.008981] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-30T20:20:05.009252] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-30T20:20:05.009377] [INFO ] [sig       ] CVKD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:05.164150] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CVKD.txt
[2025-12-30T20:20:05.164301] [INFO ] [sig       ] [865/3539] Completed CVKD in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:05.164343] [INFO ] [sig       ] [866/3539] Forecasting CVNA...
[2025-12-30T20:20:05.164374] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-30T20:20:05.164408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-30T20:20:05.176007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-30T20:20:05.176326] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-30T20:20:05.177184] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-30T20:20:05.177249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:05.177283] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:05.177310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:05.177368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:05.236774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:05.237651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:05.237736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:05.237770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:05.362309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:05.362488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:05.362530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:05.362557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:05.366345] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-30T20:20:05.366825] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-30T20:20:05.366947] [INFO ] [sig       ] CVNA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:05.512682] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVNA.txt
[2025-12-30T20:20:05.512824] [INFO ] [sig       ] [866/3539] Completed CVNA in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:05.512863] [INFO ] [sig       ] [867/3539] Forecasting CVRX...
[2025-12-30T20:20:05.512893] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-30T20:20:05.512923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-30T20:20:05.524168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-30T20:20:05.524475] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-30T20:20:05.525254] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-30T20:20:05.525306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:05.525337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:05.525363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:05.525419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:05.581475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:05.582286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:05.582370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:05.582402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:05.702102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:05.702260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:05.702301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:05.702330] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:05.705661] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-30T20:20:05.705932] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-30T20:20:05.706057] [INFO ] [sig       ] CVRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:05.844883] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVRX.txt
[2025-12-30T20:20:05.845039] [INFO ] [sig       ] [867/3539] Completed CVRX in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:05.845079] [INFO ] [sig       ] [868/3539] Forecasting CVS...
[2025-12-30T20:20:05.845109] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-30T20:20:05.845140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-30T20:20:05.856777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-30T20:20:05.857100] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-30T20:20:05.857912] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-30T20:20:05.857965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:05.857998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:05.858026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:05.858089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:05.921242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:05.922179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:05.922270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:05.922307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:06.049302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:06.049484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:06.049530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:06.049560] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:06.053065] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-30T20:20:06.053342] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-30T20:20:06.053471] [INFO ] [sig       ] CVS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:06.199142] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVS.txt
[2025-12-30T20:20:06.199320] [INFO ] [sig       ] [868/3539] Completed CVS in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:06.199366] [INFO ] [sig       ] [869/3539] Forecasting CVX...
[2025-12-30T20:20:06.199398] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-30T20:20:06.199430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-30T20:20:06.211535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-30T20:20:06.211909] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-30T20:20:06.212747] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-30T20:20:06.212801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:06.212833] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:06.212860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:06.212917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:06.273926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:06.274840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:06.274936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:06.274978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:06.406544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:06.406723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:06.406768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:06.406800] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:06.410645] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=79.06%)
[2025-12-30T20:20:06.410932] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-30T20:20:06.411065] [INFO ] [sig       ] CVX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:06.564669] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CVX.txt
[2025-12-30T20:20:06.564841] [INFO ] [sig       ] [869/3539] Completed CVX in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:06.564891] [INFO ] [sig       ] [870/3539] Forecasting CWAN...
[2025-12-30T20:20:06.564924] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-30T20:20:06.564955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-30T20:20:06.577277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-30T20:20:06.577627] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-30T20:20:06.578439] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-30T20:20:06.578493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:06.578528] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:06.578558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:06.578651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:06.640266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:06.641076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:06.641216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:06.641259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:06.769686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:06.769842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:06.769886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:06.769916] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:06.773747] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=0.13%)
[2025-12-30T20:20:06.774040] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-30T20:20:06.774191] [INFO ] [sig       ] CWAN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:06.922211] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CWAN.txt
[2025-12-30T20:20:06.922401] [INFO ] [sig       ] [870/3539] Completed CWAN in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:06.922452] [INFO ] [sig       ] [871/3539] Forecasting CWBC...
[2025-12-30T20:20:06.922486] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-30T20:20:06.922519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-30T20:20:06.934202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-30T20:20:06.934610] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-30T20:20:06.935439] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-30T20:20:06.935494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:06.935526] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:06.935553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:06.935642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:06.997200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:06.998130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:06.998228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:06.998265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:07.126730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:07.126896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:07.126944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:07.126973] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:07.130406] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-30T20:20:07.130725] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-30T20:20:07.130857] [INFO ] [sig       ] CWBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:07.269905] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CWBC.txt
[2025-12-30T20:20:07.270038] [INFO ] [sig       ] [871/3539] Completed CWBC in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-30T20:20:07.270077] [INFO ] [sig       ] [872/3539] Forecasting CWCO...
[2025-12-30T20:20:07.270106] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-30T20:20:07.270136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-30T20:20:07.287322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-30T20:20:07.287641] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-30T20:20:07.288421] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-30T20:20:07.288473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:07.288504] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:07.288530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:07.288608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:07.344761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:07.345620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:07.345707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:07.345739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:07.460806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:07.460963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:07.461003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:07.461031] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:07.464336] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-30T20:20:07.464622] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-30T20:20:07.464747] [INFO ] [sig       ] CWCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:07.602990] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CWCO.txt
[2025-12-30T20:20:07.603134] [INFO ] [sig       ] [872/3539] Completed CWCO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.5m
[2025-12-30T20:20:07.603175] [INFO ] [sig       ] [873/3539] Forecasting CWD...
[2025-12-30T20:20:07.603205] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-30T20:20:07.603235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-30T20:20:07.614693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-30T20:20:07.614998] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-30T20:20:07.615784] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-30T20:20:07.615836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:07.615868] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:07.615894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:07.615951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:07.671801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:07.672512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:07.672611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:07.672646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:07.789650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:07.789912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:07.789987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:07.790019] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:07.793517] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-30T20:20:07.793829] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-30T20:20:07.793970] [INFO ] [sig       ] CWD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:07.942333] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CWD.txt
[2025-12-30T20:20:07.942511] [INFO ] [sig       ] [873/3539] Completed CWD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:07.942555] [INFO ] [sig       ] [874/3539] Forecasting CWEN...
[2025-12-30T20:20:07.942608] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-30T20:20:07.942643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-30T20:20:07.954483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-30T20:20:07.954847] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-30T20:20:07.955715] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-30T20:20:07.955769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:07.955802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:07.955830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:07.955889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:08.016259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:08.017077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:08.017164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:08.017197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:08.144554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:08.144733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:08.144776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:08.144806] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:08.148377] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-30T20:20:08.148756] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-30T20:20:08.148895] [INFO ] [sig       ] CWEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:08.300708] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CWEN.txt
[2025-12-30T20:20:08.300902] [INFO ] [sig       ] [874/3539] Completed CWEN in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:08.300965] [INFO ] [sig       ] [875/3539] Forecasting CWH...
[2025-12-30T20:20:08.301012] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-30T20:20:08.301059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-30T20:20:08.313656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-30T20:20:08.314028] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-30T20:20:08.314859] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-30T20:20:08.314914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:08.314947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:08.314975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:08.315034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:08.381701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:08.382821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:08.382913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:08.382946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:08.508684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:08.508862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:08.508904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:08.508934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:08.512633] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-30T20:20:08.512921] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-30T20:20:08.513054] [INFO ] [sig       ] CWH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:08.664125] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CWH.txt
[2025-12-30T20:20:08.664339] [INFO ] [sig       ] [875/3539] Completed CWH in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:08.664397] [INFO ] [sig       ] [876/3539] Forecasting CWK...
[2025-12-30T20:20:08.664435] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-30T20:20:08.664468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-30T20:20:08.676727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-30T20:20:08.677116] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-30T20:20:08.677984] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-30T20:20:08.678041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:08.678074] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:08.678102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:08.678161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:08.741514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:08.742497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:08.742630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:08.742682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:08.869727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:08.869886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:08.869930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:08.869961] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:08.873534] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-30T20:20:08.873836] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-30T20:20:08.873999] [INFO ] [sig       ] CWK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:09.025471] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CWK.txt
[2025-12-30T20:20:09.025673] [INFO ] [sig       ] [876/3539] Completed CWK in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:09.025717] [INFO ] [sig       ] [877/3539] Forecasting CXDO...
[2025-12-30T20:20:09.025749] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-30T20:20:09.025780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-30T20:20:09.037885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-30T20:20:09.038227] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-30T20:20:09.039126] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-30T20:20:09.039185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:09.039280] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:09.039322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:09.039395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:09.101354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:09.102156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:09.102241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:09.102275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:09.223132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:09.223297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:09.223340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:09.223367] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:09.227073] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-30T20:20:09.227353] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-30T20:20:09.227481] [INFO ] [sig       ] CXDO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:09.380988] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CXDO.txt
[2025-12-30T20:20:09.381150] [INFO ] [sig       ] [877/3539] Completed CXDO in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:09.381195] [INFO ] [sig       ] [878/3539] Forecasting CXE...
[2025-12-30T20:20:09.381230] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-30T20:20:09.381276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-30T20:20:09.393076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-30T20:20:09.393485] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-30T20:20:09.394323] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-30T20:20:09.394379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:09.394411] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:09.394438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:09.394501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:09.452604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:09.453455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:09.453543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:09.453593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:09.582741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:09.582898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:09.582940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:09.582970] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:09.586413] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=78.65%)
[2025-12-30T20:20:09.586772] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-30T20:20:09.586911] [INFO ] [sig       ] CXE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:09.733172] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CXE.txt
[2025-12-30T20:20:09.733328] [INFO ] [sig       ] [878/3539] Completed CXE in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:09.733370] [INFO ] [sig       ] [879/3539] Forecasting CXSE...
[2025-12-30T20:20:09.733400] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-30T20:20:09.733431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-30T20:20:09.745687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-30T20:20:09.746051] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-30T20:20:09.746930] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-30T20:20:09.746986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:09.747020] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:09.747048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:09.747107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:09.810981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:09.811943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:09.812047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:09.812089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:09.935708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:09.935885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:09.935928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:09.935958] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:09.940083] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-30T20:20:09.940379] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-30T20:20:09.940511] [INFO ] [sig       ] CXSE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:10.092961] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CXSE.txt
[2025-12-30T20:20:10.093118] [INFO ] [sig       ] [879/3539] Completed CXSE in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:10.093180] [INFO ] [sig       ] [880/3539] Forecasting CYD...
[2025-12-30T20:20:10.093226] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-30T20:20:10.093265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-30T20:20:10.104938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-30T20:20:10.105268] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-30T20:20:10.106081] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-30T20:20:10.106135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:10.106166] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:10.106194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:10.106254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:10.163180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:10.164140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:10.164222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:10.164254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:10.290141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:10.290304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:10.290348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:10.290412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:10.294005] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-30T20:20:10.294284] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-30T20:20:10.294411] [INFO ] [sig       ] CYD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:10.434116] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CYD.txt
[2025-12-30T20:20:10.434284] [INFO ] [sig       ] [880/3539] Completed CYD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:10.434326] [INFO ] [sig       ] [881/3539] Forecasting CYH...
[2025-12-30T20:20:10.434383] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-30T20:20:10.434418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-30T20:20:10.445981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-30T20:20:10.446349] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-30T20:20:10.447221] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-30T20:20:10.447277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:10.447310] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:10.447337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:10.447397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:10.504782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:10.505668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:10.505761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:10.505794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:10.634754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:10.634951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:10.635015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:10.635064] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:10.638706] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2025-12-30T20:20:10.639019] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-30T20:20:10.639168] [INFO ] [sig       ] CYH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:10.791611] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CYH.txt
[2025-12-30T20:20:10.791798] [INFO ] [sig       ] [881/3539] Completed CYH in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:10.791846] [INFO ] [sig       ] [882/3539] Forecasting CYN...
[2025-12-30T20:20:10.791877] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-30T20:20:10.791910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-30T20:20:10.806166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-30T20:20:10.806602] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-30T20:20:10.807457] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-30T20:20:10.807514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:10.807546] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:10.807598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:10.807689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:10.874362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:10.875331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:10.875423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:10.875459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:11.009558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:11.009750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:11.009808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:11.009852] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:11.013621] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-30T20:20:11.014162] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-30T20:20:11.014311] [INFO ] [sig       ] CYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:11.175043] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CYN.txt
[2025-12-30T20:20:11.175204] [INFO ] [sig       ] [882/3539] Completed CYN in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:11.175255] [INFO ] [sig       ] [883/3539] Forecasting CYRX...
[2025-12-30T20:20:11.175303] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-30T20:20:11.175350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-30T20:20:11.188733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-30T20:20:11.189052] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-30T20:20:11.189841] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-30T20:20:11.189894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:11.189926] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:11.189952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:11.190010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:11.248328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:11.249246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:11.249333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:11.249365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:11.375327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:11.375491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:11.375533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:11.375560] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:11.379032] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-30T20:20:11.379311] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-30T20:20:11.379434] [INFO ] [sig       ] CYRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:11.520335] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CYRX.txt
[2025-12-30T20:20:11.520466] [INFO ] [sig       ] [883/3539] Completed CYRX in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:11.520504] [INFO ] [sig       ] [884/3539] Forecasting CYTK...
[2025-12-30T20:20:11.520532] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-30T20:20:11.520562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-30T20:20:11.532289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-30T20:20:11.532598] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-30T20:20:11.533343] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-30T20:20:11.533395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:11.533426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:11.533453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:11.533510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:11.590935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:11.591632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:11.591710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:11.591742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:11.713240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:11.713392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:11.713434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:11.713481] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:11.716864] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-30T20:20:11.717135] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-30T20:20:11.717261] [INFO ] [sig       ] CYTK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:11.859766] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/CYTK.txt
[2025-12-30T20:20:11.859893] [INFO ] [sig       ] [884/3539] Completed CYTK in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:11.859933] [INFO ] [sig       ] [885/3539] Forecasting CZFS...
[2025-12-30T20:20:11.859962] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-30T20:20:11.859992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-30T20:20:11.869617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-30T20:20:11.869892] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-30T20:20:11.870681] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-30T20:20:11.870734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:11.870766] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:11.870793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:11.870851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:11.929850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:11.930539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:11.930653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:11.930692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:12.024949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:12.025115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:12.025156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:12.025184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:12.028530] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-30T20:20:12.028865] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-30T20:20:12.028995] [INFO ] [sig       ] CZFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:12.177688] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CZFS.txt
[2025-12-30T20:20:12.177817] [INFO ] [sig       ] [885/3539] Completed CZFS in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:12.177856] [INFO ] [sig       ] [886/3539] Forecasting CZNC...
[2025-12-30T20:20:12.177885] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-30T20:20:12.177916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-30T20:20:12.190133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-30T20:20:12.190418] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-30T20:20:12.191215] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-30T20:20:12.191268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:12.191299] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:12.191326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:12.191383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:12.247846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:12.248560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:12.248655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:12.248710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:12.365087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:12.365215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:12.365253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:12.365280] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:12.368495] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2025-12-30T20:20:12.368793] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-30T20:20:12.368915] [INFO ] [sig       ] CZNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:12.511068] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CZNC.txt
[2025-12-30T20:20:12.511199] [INFO ] [sig       ] [886/3539] Completed CZNC in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:12.511238] [INFO ] [sig       ] [887/3539] Forecasting CZWI...
[2025-12-30T20:20:12.511267] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-30T20:20:12.511297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-30T20:20:12.523232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-30T20:20:12.523514] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-30T20:20:12.524277] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-30T20:20:12.524329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:12.524360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:12.524387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:12.524444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:12.581828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:12.582440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:12.582543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:12.582593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:12.699356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:12.699531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:12.699586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:12.699618] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:12.703035] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-30T20:20:12.703302] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-30T20:20:12.703429] [INFO ] [sig       ] CZWI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:12.842716] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/CZWI.txt
[2025-12-30T20:20:12.842820] [INFO ] [sig       ] [887/3539] Completed CZWI in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:12.842865] [INFO ] [sig       ] [888/3539] Forecasting DAIO...
[2025-12-30T20:20:12.842896] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-30T20:20:12.842926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-30T20:20:12.854261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-30T20:20:12.854599] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-30T20:20:12.855385] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-30T20:20:12.855437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:12.855468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:12.855495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:12.855563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:12.911695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:12.912477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:12.912555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:12.912605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:13.015126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:13.015230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:13.015265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:13.015293] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:13.018493] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-30T20:20:13.018802] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-30T20:20:13.018924] [INFO ] [sig       ] DAIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:13.159192] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DAIO.txt
[2025-12-30T20:20:13.159348] [INFO ] [sig       ] [888/3539] Completed DAIO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-30T20:20:13.159389] [INFO ] [sig       ] [889/3539] Forecasting DAL...
[2025-12-30T20:20:13.159417] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-30T20:20:13.159447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-30T20:20:13.170325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-30T20:20:13.170614] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-30T20:20:13.171369] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-30T20:20:13.171420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:13.171451] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:13.171477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:13.171535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:13.227874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:13.228449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:13.228527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:13.228558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:13.350923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:13.351120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:13.351168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:13.351198] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:13.354611] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-30T20:20:13.354889] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-30T20:20:13.355009] [INFO ] [sig       ] DAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:13.494521] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DAL.txt
[2025-12-30T20:20:13.494642] [INFO ] [sig       ] [889/3539] Completed DAL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.4m
[2025-12-30T20:20:13.494684] [INFO ] [sig       ] [890/3539] Forecasting DAN...
[2025-12-30T20:20:13.494715] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-30T20:20:13.494745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-30T20:20:13.506059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-30T20:20:13.506315] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-30T20:20:13.507103] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-30T20:20:13.507173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:13.507206] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:13.507232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:13.507290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:13.563473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:13.564066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:13.564144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:13.564175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:13.685425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:13.685534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:13.685585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:13.685624] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:13.688823] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-30T20:20:13.689083] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-30T20:20:13.689201] [INFO ] [sig       ] DAN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:13.829761] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DAN.txt
[2025-12-30T20:20:13.829956] [INFO ] [sig       ] [890/3539] Completed DAN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:13.829998] [INFO ] [sig       ] [891/3539] Forecasting DAO...
[2025-12-30T20:20:13.830027] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-30T20:20:13.830057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-30T20:20:13.841558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-30T20:20:13.841925] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-30T20:20:13.842714] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-30T20:20:13.842765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:13.842796] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:13.842822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:13.842879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:13.900968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:13.901811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:13.901893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:13.901925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:14.023536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:14.023712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:14.023753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:14.023782] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:14.027111] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-30T20:20:14.027394] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-30T20:20:14.027547] [INFO ] [sig       ] DAO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:14.167736] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DAO.txt
[2025-12-30T20:20:14.167890] [INFO ] [sig       ] [891/3539] Completed DAO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:14.167930] [INFO ] [sig       ] [892/3539] Forecasting DAPP...
[2025-12-30T20:20:14.167959] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-30T20:20:14.167990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-30T20:20:14.180044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-30T20:20:14.180451] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-30T20:20:14.181284] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-30T20:20:14.181336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:14.181366] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:14.181392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:14.181449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:14.238966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:14.239669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:14.239749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:14.239781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:14.359969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:14.360091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:14.360129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:14.360157] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:14.363368] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-30T20:20:14.363652] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-30T20:20:14.363773] [INFO ] [sig       ] DAPP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:14.502748] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DAPP.txt
[2025-12-30T20:20:14.502850] [INFO ] [sig       ] [892/3539] Completed DAPP in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:14.502887] [INFO ] [sig       ] [893/3539] Forecasting DARE...
[2025-12-30T20:20:14.502916] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-30T20:20:14.502946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-30T20:20:14.513551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-30T20:20:14.513831] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-30T20:20:14.514588] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-30T20:20:14.514641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:14.514672] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:14.514699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:14.514757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:14.571104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:14.571711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:14.571787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:14.571819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:14.682772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:14.682875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:14.682910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:14.682937] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:14.686022] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-30T20:20:14.686280] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-30T20:20:14.686398] [INFO ] [sig       ] DARE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:14.826067] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DARE.txt
[2025-12-30T20:20:14.826174] [INFO ] [sig       ] [893/3539] Completed DARE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:14.826212] [INFO ] [sig       ] [894/3539] Forecasting DASH...
[2025-12-30T20:20:14.826240] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-30T20:20:14.826269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-30T20:20:14.837635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-30T20:20:14.837914] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-30T20:20:14.838677] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-30T20:20:14.838743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:14.838801] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:14.838828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:14.838886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:14.895187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:14.895787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:14.895865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:14.895896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:15.015866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:15.015962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:15.015997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:15.016024] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:15.019182] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2025-12-30T20:20:15.019445] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-30T20:20:15.019584] [INFO ] [sig       ] DASH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:15.160803] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DASH.txt
[2025-12-30T20:20:15.161102] [INFO ] [sig       ] [894/3539] Completed DASH in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:15.161140] [INFO ] [sig       ] [895/3539] Forecasting DAVA...
[2025-12-30T20:20:15.161167] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-30T20:20:15.161196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-30T20:20:15.172287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-30T20:20:15.172557] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-30T20:20:15.173323] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-30T20:20:15.173374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:15.173405] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:15.173432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:15.173488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:15.229657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:15.230229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:15.230307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:15.230338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:15.348024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:15.348119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:15.348155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:15.348182] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:15.351314] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-30T20:20:15.351638] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-30T20:20:15.351778] [INFO ] [sig       ] DAVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:15.490424] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DAVA.txt
[2025-12-30T20:20:15.490526] [INFO ] [sig       ] [895/3539] Completed DAVA in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:15.490564] [INFO ] [sig       ] [896/3539] Forecasting DAVE...
[2025-12-30T20:20:15.490610] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-30T20:20:15.490640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-30T20:20:15.502536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-30T20:20:15.502817] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-30T20:20:15.503588] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-30T20:20:15.503641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:15.503672] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:15.503698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:15.503755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:15.560089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:15.560705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:15.560787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:15.560818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:15.678443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:15.678556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:15.678612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:15.678640] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:15.681888] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-30T20:20:15.682150] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-30T20:20:15.682267] [INFO ] [sig       ] DAVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:15.820952] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DAVE.txt
[2025-12-30T20:20:15.821057] [INFO ] [sig       ] [896/3539] Completed DAVE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:15.821094] [INFO ] [sig       ] [897/3539] Forecasting DAWN...
[2025-12-30T20:20:15.821124] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-30T20:20:15.821153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-30T20:20:15.831978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-30T20:20:15.832246] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-30T20:20:15.833017] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-30T20:20:15.833069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:15.833099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:15.833125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:15.833181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:15.889551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:15.890154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:15.890232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:15.890263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:16.008006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:16.008128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:16.008164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:16.008218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:16.011395] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-30T20:20:16.011675] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-30T20:20:16.011796] [INFO ] [sig       ] DAWN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:16.152142] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DAWN.txt
[2025-12-30T20:20:16.152248] [INFO ] [sig       ] [897/3539] Completed DAWN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:16.152286] [INFO ] [sig       ] [898/3539] Forecasting DB...
[2025-12-30T20:20:16.152314] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-30T20:20:16.152344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-30T20:20:16.163924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-30T20:20:16.164190] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-30T20:20:16.164965] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-30T20:20:16.165018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:16.165049] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:16.165075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:16.165132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:16.221398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:16.222009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:16.222085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:16.222116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:16.344157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:16.344252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:16.344288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:16.344316] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:16.347460] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-30T20:20:16.347735] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-30T20:20:16.347857] [INFO ] [sig       ] DB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:16.486537] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DB.txt
[2025-12-30T20:20:16.486655] [INFO ] [sig       ] [898/3539] Completed DB in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:16.486694] [INFO ] [sig       ] [899/3539] Forecasting DBI...
[2025-12-30T20:20:16.486723] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-30T20:20:16.486753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-30T20:20:16.497911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-30T20:20:16.498178] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-30T20:20:16.498975] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-30T20:20:16.499027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:16.499057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:16.499082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:16.499139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:16.555315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:16.555917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:16.555997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:16.556028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:16.672992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:16.673130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:16.673169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:16.673199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:16.676614] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-30T20:20:16.676878] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-30T20:20:16.676997] [INFO ] [sig       ] DBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:16.815745] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DBI.txt
[2025-12-30T20:20:16.815850] [INFO ] [sig       ] [899/3539] Completed DBI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:16.815888] [INFO ] [sig       ] [900/3539] Forecasting DBL...
[2025-12-30T20:20:16.815916] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-30T20:20:16.815946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-30T20:20:16.827107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-30T20:20:16.827379] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-30T20:20:16.828140] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-30T20:20:16.828192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:16.828223] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:16.828249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:16.828305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:16.884775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:16.885347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:16.885426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:16.885457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:17.001090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:17.001183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:17.001218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:17.001245] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:17.004453] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-30T20:20:17.004729] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-30T20:20:17.004849] [INFO ] [sig       ] DBL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:17.147897] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DBL.txt
[2025-12-30T20:20:17.148014] [INFO ] [sig       ] [900/3539] Completed DBL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:17.148053] [INFO ] [sig       ] [901/3539] Forecasting DBRG...
[2025-12-30T20:20:17.148081] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-30T20:20:17.148111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-30T20:20:17.160466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-30T20:20:17.160806] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-30T20:20:17.161621] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-30T20:20:17.161677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:17.161732] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:17.161768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:17.161841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:17.219098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:17.219692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:17.219775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:17.219807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:17.338941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:17.339074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:17.339114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:17.339142] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:17.342405] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-30T20:20:17.342693] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-30T20:20:17.342816] [INFO ] [sig       ] DBRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:17.484224] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DBRG.txt
[2025-12-30T20:20:17.484330] [INFO ] [sig       ] [901/3539] Completed DBRG in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:17.484367] [INFO ] [sig       ] [902/3539] Forecasting DBX...
[2025-12-30T20:20:17.484395] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-30T20:20:17.484425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-30T20:20:17.498289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-30T20:20:17.498590] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-30T20:20:17.499401] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-30T20:20:17.499455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:17.499490] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:17.499518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:17.499606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:17.556496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:17.557088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:17.557166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:17.557197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:17.674200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:17.674301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:17.674337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:17.674364] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:17.677419] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-30T20:20:17.677695] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-30T20:20:17.677814] [INFO ] [sig       ] DBX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:17.821795] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DBX.txt
[2025-12-30T20:20:17.821945] [INFO ] [sig       ] [902/3539] Completed DBX in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:17.821985] [INFO ] [sig       ] [903/3539] Forecasting DCBO...
[2025-12-30T20:20:17.822014] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-30T20:20:17.822044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-30T20:20:17.833784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-30T20:20:17.834139] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-30T20:20:17.834947] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-30T20:20:17.835003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:17.835035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:17.835063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:17.835122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:17.891993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:17.892618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:17.892696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:17.892727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:18.011463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:18.011611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:18.011651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:18.011679] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:18.014958] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=22.10%)
[2025-12-30T20:20:18.015224] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-30T20:20:18.015345] [INFO ] [sig       ] DCBO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:18.158135] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DCBO.txt
[2025-12-30T20:20:18.158262] [INFO ] [sig       ] [903/3539] Completed DCBO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:18.158309] [INFO ] [sig       ] [904/3539] Forecasting DCI...
[2025-12-30T20:20:18.158339] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-30T20:20:18.158369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-30T20:20:18.171107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-30T20:20:18.171590] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-30T20:20:18.172493] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-30T20:20:18.172547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:18.172598] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:18.172628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:18.172686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:18.231985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:18.233011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:18.233150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:18.233186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:18.356515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:18.356670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:18.356712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:18.356743] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:18.360163] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-30T20:20:18.360447] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-30T20:20:18.360591] [INFO ] [sig       ] DCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:18.509987] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DCI.txt
[2025-12-30T20:20:18.510124] [INFO ] [sig       ] [904/3539] Completed DCI in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-30T20:20:18.510167] [INFO ] [sig       ] [905/3539] Forecasting DCO...
[2025-12-30T20:20:18.510206] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-30T20:20:18.510240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-30T20:20:18.521110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-30T20:20:18.521363] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-30T20:20:18.522139] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-30T20:20:18.522191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:18.522221] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:18.522247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:18.522304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:18.582463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:18.583133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:18.583212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:18.583248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:18.702366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:18.702522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:18.702564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:18.702614] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:18.705957] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-30T20:20:18.706225] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-30T20:20:18.706349] [INFO ] [sig       ] DCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:18.851613] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DCO.txt
[2025-12-30T20:20:18.851735] [INFO ] [sig       ] [905/3539] Completed DCO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-30T20:20:18.851778] [INFO ] [sig       ] [906/3539] Forecasting DCOM...
[2025-12-30T20:20:18.851811] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-30T20:20:18.851842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-30T20:20:18.864095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-30T20:20:18.864432] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-30T20:20:18.865259] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-30T20:20:18.865315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:18.865356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:18.865384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:18.865445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:18.925753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:18.926372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:18.926457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:18.926489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:19.050150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:19.050302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:19.050343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:19.050371] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:19.054029] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-30T20:20:19.054318] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-30T20:20:19.054452] [INFO ] [sig       ] DCOM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:19.201877] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DCOM.txt
[2025-12-30T20:20:19.201995] [INFO ] [sig       ] [906/3539] Completed DCOM in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-30T20:20:19.202033] [INFO ] [sig       ] [907/3539] Forecasting DCTH...
[2025-12-30T20:20:19.202062] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-30T20:20:19.202092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-30T20:20:19.214532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-30T20:20:19.214867] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-30T20:20:19.215832] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-30T20:20:19.215885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:19.215916] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:19.215942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:19.215999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:19.273412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:19.274468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:19.274556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:19.274607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:19.394137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:19.394278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:19.394317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:19.394350] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:19.397667] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-30T20:20:19.397945] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-30T20:20:19.398070] [INFO ] [sig       ] DCTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:19.538876] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DCTH.txt
[2025-12-30T20:20:19.539065] [INFO ] [sig       ] [907/3539] Completed DCTH in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:19.539108] [INFO ] [sig       ] [908/3539] Forecasting DD...
[2025-12-30T20:20:19.539137] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-30T20:20:19.539167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-30T20:20:19.550969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-30T20:20:19.551365] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-30T20:20:19.552162] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-30T20:20:19.552214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:19.552246] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:19.552271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:19.552328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:19.608791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:19.609697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:19.609785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:19.609817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:19.728659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:19.728861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:19.728903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:19.728947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:19.732316] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-12-30T20:20:19.732600] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-30T20:20:19.732722] [INFO ] [sig       ] DD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:19.873918] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DD.txt
[2025-12-30T20:20:19.874078] [INFO ] [sig       ] [908/3539] Completed DD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:19.874119] [INFO ] [sig       ] [909/3539] Forecasting DDD...
[2025-12-30T20:20:19.874152] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-30T20:20:19.874191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-30T20:20:19.886818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-30T20:20:19.887183] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-30T20:20:19.888025] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-30T20:20:19.888080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:19.888112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:19.888140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:19.888199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:19.950017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:19.950942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:19.951028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:19.951063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:20.072396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:20.072555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:20.072635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:20.072666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:20.076093] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-30T20:20:20.076392] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-30T20:20:20.076521] [INFO ] [sig       ] DDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:20.218208] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DDD.txt
[2025-12-30T20:20:20.218380] [INFO ] [sig       ] [909/3539] Completed DDD in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:20.218421] [INFO ] [sig       ] [910/3539] Forecasting DDI...
[2025-12-30T20:20:20.218453] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-30T20:20:20.218483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-30T20:20:20.230425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-30T20:20:20.230854] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-30T20:20:20.231876] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-30T20:20:20.231931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:20.231965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:20.231994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:20.232053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:20.292606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:20.293696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:20.293786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:20.293836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:20.413110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:20.413272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:20.413315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:20.413344] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:20.416726] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-30T20:20:20.416999] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-30T20:20:20.417124] [INFO ] [sig       ] DDI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:20.560875] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DDI.txt
[2025-12-30T20:20:20.561032] [INFO ] [sig       ] [910/3539] Completed DDI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:20.561093] [INFO ] [sig       ] [911/3539] Forecasting DDL...
[2025-12-30T20:20:20.561126] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-30T20:20:20.561156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-30T20:20:20.572367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-30T20:20:20.572763] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-30T20:20:20.573533] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-30T20:20:20.573609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:20.573670] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:20.573697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:20.573755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:20.631965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:20.632832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:20.632918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:20.632952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:20.754776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:20.754935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:20.754977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:20.755007] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:20.758396] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-30T20:20:20.758697] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-30T20:20:20.758843] [INFO ] [sig       ] DDL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:20.902463] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DDL.txt
[2025-12-30T20:20:20.902623] [INFO ] [sig       ] [911/3539] Completed DDL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:20.902667] [INFO ] [sig       ] [912/3539] Forecasting DDOG...
[2025-12-30T20:20:20.902695] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-30T20:20:20.902725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-30T20:20:20.914433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-30T20:20:20.914739] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-30T20:20:20.915522] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-30T20:20:20.915593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:20.915627] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:20.915653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:20.915721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:20.973784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:20.974532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:20.974653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:20.974689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:21.096113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:21.096256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:21.096298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:21.096327] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:21.099722] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-30T20:20:21.099999] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-30T20:20:21.100122] [INFO ] [sig       ] DDOG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:21.241118] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DDOG.txt
[2025-12-30T20:20:21.241241] [INFO ] [sig       ] [912/3539] Completed DDOG in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:21.241279] [INFO ] [sig       ] [913/3539] Forecasting DDS...
[2025-12-30T20:20:21.241308] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-30T20:20:21.241338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-30T20:20:21.253162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-30T20:20:21.253567] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-30T20:20:21.254400] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-30T20:20:21.254454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:21.254486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:21.254512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:21.254585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:21.313803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:21.314787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:21.314887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:21.314923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:21.439425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:21.439606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:21.439653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:21.439682] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:21.443250] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-12-30T20:20:21.443532] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-30T20:20:21.443685] [INFO ] [sig       ] DDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:21.593194] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DDS.txt
[2025-12-30T20:20:21.593310] [INFO ] [sig       ] [913/3539] Completed DDS in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:21.593348] [INFO ] [sig       ] [914/3539] Forecasting DE...
[2025-12-30T20:20:21.593377] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-30T20:20:21.593407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-30T20:20:21.605033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-30T20:20:21.605363] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-30T20:20:21.606160] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-30T20:20:21.606225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:21.606257] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:21.606284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:21.606340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:21.663782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:21.664645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:21.664730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:21.664762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:21.786529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:21.786738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:21.786781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:21.786809] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:21.790631] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2025-12-30T20:20:21.790957] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-30T20:20:21.791100] [INFO ] [sig       ] DE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:21.944689] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DE.txt
[2025-12-30T20:20:21.944846] [INFO ] [sig       ] [914/3539] Completed DE in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:21.944887] [INFO ] [sig       ] [915/3539] Forecasting DEA...
[2025-12-30T20:20:21.944916] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-30T20:20:21.944946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-30T20:20:21.956918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-30T20:20:21.957235] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-30T20:20:21.958173] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-30T20:20:21.958226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:21.958258] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:21.958284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:21.958341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:22.020500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:22.021535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:22.021641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:22.021676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:22.143991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:22.144153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:22.144196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:22.144225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:22.147691] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-30T20:20:22.147983] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-30T20:20:22.148113] [INFO ] [sig       ] DEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:22.302086] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DEA.txt
[2025-12-30T20:20:22.302220] [INFO ] [sig       ] [915/3539] Completed DEA in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:22.302261] [INFO ] [sig       ] [916/3539] Forecasting DECK...
[2025-12-30T20:20:22.302291] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-30T20:20:22.302323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-30T20:20:22.314708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-30T20:20:22.315047] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-30T20:20:22.315846] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-30T20:20:22.315899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:22.315930] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:22.315956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:22.316013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:22.372068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:22.372827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:22.372912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:22.372945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:22.495199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:22.495359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:22.495399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:22.495427] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:22.499314] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-30T20:20:22.499597] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-30T20:20:22.499726] [INFO ] [sig       ] DECK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:22.695163] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DECK.txt
[2025-12-30T20:20:22.695311] [INFO ] [sig       ] [916/3539] Completed DECK in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:22.695349] [INFO ] [sig       ] [917/3539] Forecasting DEI...
[2025-12-30T20:20:22.695380] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-30T20:20:22.695410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-30T20:20:22.707371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-30T20:20:22.707761] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-30T20:20:22.708589] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-30T20:20:22.708643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:22.708674] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:22.708701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:22.708784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:22.767086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:22.767996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:22.768096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:22.768130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:22.890867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:22.890999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:22.891036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:22.891063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:22.894266] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-30T20:20:22.894531] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-30T20:20:22.894671] [INFO ] [sig       ] DEI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:23.038673] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DEI.txt
[2025-12-30T20:20:23.038814] [INFO ] [sig       ] [917/3539] Completed DEI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:23.038863] [INFO ] [sig       ] [918/3539] Forecasting DELL...
[2025-12-30T20:20:23.038894] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-30T20:20:23.038924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-30T20:20:23.051088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-30T20:20:23.051528] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-30T20:20:23.052383] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-30T20:20:23.052439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:23.052472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:23.052500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:23.052559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:23.113196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:23.114148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:23.114243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:23.114276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:23.239231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:23.239395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:23.239439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:23.239468] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:23.242972] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=53.95%)
[2025-12-30T20:20:23.243278] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-30T20:20:23.243438] [INFO ] [sig       ] DELL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:23.394491] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DELL.txt
[2025-12-30T20:20:23.394674] [INFO ] [sig       ] [918/3539] Completed DELL in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:23.394715] [INFO ] [sig       ] [919/3539] Forecasting DENN...
[2025-12-30T20:20:23.394745] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-30T20:20:23.394775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-30T20:20:23.406636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-30T20:20:23.406950] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-30T20:20:23.407747] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-30T20:20:23.407808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:23.407848] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:23.407874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:23.407937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:23.464716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:23.465369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:23.465463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:23.465497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:23.581441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:23.581585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:23.581627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:23.581655] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:23.584904] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-30T20:20:23.585196] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-30T20:20:23.585319] [INFO ] [sig       ] DENN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:23.727459] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DENN.txt
[2025-12-30T20:20:23.727607] [INFO ] [sig       ] [919/3539] Completed DENN in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:23.727648] [INFO ] [sig       ] [920/3539] Forecasting DEO...
[2025-12-30T20:20:23.727678] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-30T20:20:23.727708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-30T20:20:23.740223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-30T20:20:23.740645] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-30T20:20:23.741519] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-30T20:20:23.741593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:23.741655] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:23.741688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:23.741747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:23.804845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:23.805925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:23.806224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:23.806268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:23.930711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:23.930873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:23.930922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:23.930957] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:23.934360] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-30T20:20:23.934656] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-30T20:20:23.934783] [INFO ] [sig       ] DEO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:24.076329] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DEO.txt
[2025-12-30T20:20:24.076487] [INFO ] [sig       ] [920/3539] Completed DEO in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:24.076527] [INFO ] [sig       ] [921/3539] Forecasting DERM...
[2025-12-30T20:20:24.076557] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-30T20:20:24.076610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-30T20:20:24.088190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-30T20:20:24.088549] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-30T20:20:24.089358] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-30T20:20:24.089410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:24.089440] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:24.089467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:24.089523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:24.147560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:24.148402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:24.148485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:24.148517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:24.268278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:24.268439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:24.268496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:24.268525] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:24.271919] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-30T20:20:24.272184] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-30T20:20:24.272304] [INFO ] [sig       ] DERM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:24.412599] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DERM.txt
[2025-12-30T20:20:24.412756] [INFO ] [sig       ] [921/3539] Completed DERM in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:24.412796] [INFO ] [sig       ] [922/3539] Forecasting DFGP...
[2025-12-30T20:20:24.412826] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-30T20:20:24.412857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-30T20:20:24.424386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-30T20:20:24.424743] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-30T20:20:24.425496] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-30T20:20:24.425547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:24.425596] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:24.425625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:24.425681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:24.482514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:24.483358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:24.483441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:24.483473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:24.605289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:24.605442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:24.605487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:24.605517] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:24.608863] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-12-30T20:20:24.609135] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-30T20:20:24.609254] [INFO ] [sig       ] DFGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:24.752918] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DFGP.txt
[2025-12-30T20:20:24.753044] [INFO ] [sig       ] [922/3539] Completed DFGP in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-30T20:20:24.753092] [INFO ] [sig       ] [923/3539] Forecasting DFGX...
[2025-12-30T20:20:24.753122] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-30T20:20:24.753152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-30T20:20:24.765337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-30T20:20:24.765673] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-30T20:20:24.766463] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-30T20:20:24.766517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:24.766549] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:24.766604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:24.766671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:24.825616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:24.826474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:24.826591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:24.826628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:24.948812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:24.948954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:24.948992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:24.949020] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:24.952288] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-30T20:20:24.952553] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-30T20:20:24.952697] [INFO ] [sig       ] DFGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:25.092862] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DFGX.txt
[2025-12-30T20:20:25.092987] [INFO ] [sig       ] [923/3539] Completed DFGX in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-30T20:20:25.093026] [INFO ] [sig       ] [924/3539] Forecasting DFH...
[2025-12-30T20:20:25.093054] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-30T20:20:25.093084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-30T20:20:25.104260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-30T20:20:25.104536] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-30T20:20:25.105310] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-30T20:20:25.105363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:25.105393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:25.105420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:25.105481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:25.162340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:25.162975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:25.163055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:25.163087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:25.312422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:25.312599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:25.312645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:25.312674] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:25.317130] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2025-12-30T20:20:25.317594] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-30T20:20:25.317777] [INFO ] [sig       ] DFH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:25.466914] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DFH.txt
[2025-12-30T20:20:25.467057] [INFO ] [sig       ] [924/3539] Completed DFH in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-30T20:20:25.467141] [INFO ] [sig       ] [925/3539] Forecasting DFIN...
[2025-12-30T20:20:25.467173] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-30T20:20:25.467205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-30T20:20:25.478881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-30T20:20:25.479186] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-30T20:20:25.480026] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-30T20:20:25.480080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:25.480125] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:25.480154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:25.480213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:25.540587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:25.541274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:25.541357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:25.541391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:25.656555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:25.656731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:25.656773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:25.656802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:25.660160] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-30T20:20:25.660438] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-30T20:20:25.660565] [INFO ] [sig       ] DFIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:25.810522] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DFIN.txt
[2025-12-30T20:20:25.810665] [INFO ] [sig       ] [925/3539] Completed DFIN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:25.810706] [INFO ] [sig       ] [926/3539] Forecasting DFP...
[2025-12-30T20:20:25.810734] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-30T20:20:25.810764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-30T20:20:25.822244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-30T20:20:25.822518] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-30T20:20:25.823292] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-30T20:20:25.823343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:25.823374] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:25.823400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:25.823458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:25.880675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:25.881320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:25.881401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:25.881434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:26.001335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:26.001464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:26.001500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:26.001529] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:26.004774] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-30T20:20:26.005051] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-30T20:20:26.005170] [INFO ] [sig       ] DFP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:26.148639] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DFP.txt
[2025-12-30T20:20:26.148822] [INFO ] [sig       ] [926/3539] Completed DFP in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:26.148875] [INFO ] [sig       ] [927/3539] Forecasting DG...
[2025-12-30T20:20:26.148906] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-30T20:20:26.148936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-30T20:20:26.160390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-30T20:20:26.160713] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-30T20:20:26.161473] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-30T20:20:26.161524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:26.161555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:26.161604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:26.161663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:26.218422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:26.219078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:26.219199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:26.219234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:26.340889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:26.341037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:26.341076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:26.341105] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:26.344379] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-30T20:20:26.344662] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-30T20:20:26.344783] [INFO ] [sig       ] DG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:26.485056] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DG.txt
[2025-12-30T20:20:26.485175] [INFO ] [sig       ] [927/3539] Completed DG in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:26.485213] [INFO ] [sig       ] [928/3539] Forecasting DGCB...
[2025-12-30T20:20:26.485429] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-30T20:20:26.485457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-30T20:20:26.497059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-30T20:20:26.497322] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-30T20:20:26.498088] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-30T20:20:26.498141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:26.498171] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:26.498220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:26.498279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:26.555289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:26.555902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:26.555983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:26.556015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:26.676650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:26.676807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:26.676849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:26.676877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:26.680555] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-30T20:20:26.680862] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-30T20:20:26.681020] [INFO ] [sig       ] DGCB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:26.824070] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DGCB.txt
[2025-12-30T20:20:26.824196] [INFO ] [sig       ] [928/3539] Completed DGCB in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:26.824235] [INFO ] [sig       ] [929/3539] Forecasting DGICA...
[2025-12-30T20:20:26.824270] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-30T20:20:26.824301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-30T20:20:26.835383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-30T20:20:26.835679] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-30T20:20:26.836422] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-30T20:20:26.836492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:26.836523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:26.836550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:26.836631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:26.892768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:26.893357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:26.893434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:26.893466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:27.014665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:27.014829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:27.014873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:27.014904] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:27.018255] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-12-30T20:20:27.018524] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-30T20:20:27.018662] [INFO ] [sig       ] DGICA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:27.158240] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DGICA.txt
[2025-12-30T20:20:27.158355] [INFO ] [sig       ] [929/3539] Completed DGICA in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:27.158394] [INFO ] [sig       ] [930/3539] Forecasting DGII...
[2025-12-30T20:20:27.158423] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-30T20:20:27.158453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-30T20:20:27.169442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-30T20:20:27.169746] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-30T20:20:27.170503] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-30T20:20:27.170555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:27.170610] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:27.170639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:27.170697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:27.226696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:27.227384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:27.227468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:27.227500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:27.353308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:27.353464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:27.353505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:27.353540] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:27.356926] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-30T20:20:27.357193] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-30T20:20:27.357313] [INFO ] [sig       ] DGII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:27.498254] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DGII.txt
[2025-12-30T20:20:27.498378] [INFO ] [sig       ] [930/3539] Completed DGII in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:27.498418] [INFO ] [sig       ] [931/3539] Forecasting DGRE...
[2025-12-30T20:20:27.498447] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-30T20:20:27.498476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-30T20:20:27.509039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-30T20:20:27.509303] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-30T20:20:27.510109] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-30T20:20:27.510162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:27.510193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:27.510220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:27.510277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:27.567643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:27.568264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:27.568365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:27.568399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:27.676742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:27.676869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:27.676907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:27.676934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:27.680189] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-12-30T20:20:27.680459] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-30T20:20:27.680601] [INFO ] [sig       ] DGRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:27.821583] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DGRE.txt
[2025-12-30T20:20:27.821714] [INFO ] [sig       ] [931/3539] Completed DGRE in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:27.821753] [INFO ] [sig       ] [932/3539] Forecasting DGRS...
[2025-12-30T20:20:27.821782] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-30T20:20:27.821811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-30T20:20:27.832780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-30T20:20:27.833071] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-30T20:20:27.833846] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-30T20:20:27.833898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:27.833937] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:27.833964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:27.834025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:27.890786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:27.891385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:27.891462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:27.891494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:28.010030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:28.010369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:28.010410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:28.010455] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:28.013731] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-30T20:20:28.013999] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-30T20:20:28.014122] [INFO ] [sig       ] DGRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:28.156016] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DGRS.txt
[2025-12-30T20:20:28.156130] [INFO ] [sig       ] [932/3539] Completed DGRS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:28.156168] [INFO ] [sig       ] [933/3539] Forecasting DGX...
[2025-12-30T20:20:28.156198] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-30T20:20:28.156415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-30T20:20:28.168662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-30T20:20:28.168985] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-30T20:20:28.169775] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-30T20:20:28.169827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:28.169866] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:28.169891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:28.169947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:28.227362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:28.227980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:28.228065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:28.228098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:28.348350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:28.348478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:28.348519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:28.348548] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:28.351838] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-30T20:20:28.352110] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-30T20:20:28.352232] [INFO ] [sig       ] DGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:28.492939] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DGX.txt
[2025-12-30T20:20:28.493074] [INFO ] [sig       ] [933/3539] Completed DGX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:28.493112] [INFO ] [sig       ] [934/3539] Forecasting DH...
[2025-12-30T20:20:28.493142] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-30T20:20:28.493172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-30T20:20:28.503752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-30T20:20:28.504041] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-30T20:20:28.504810] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-30T20:20:28.504861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:28.504892] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:28.504918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:28.504976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:28.565486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:28.566200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:28.566279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:28.566324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:28.687818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:28.687982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:28.688026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:28.688054] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:28.691748] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-30T20:20:28.692061] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-30T20:20:28.692190] [INFO ] [sig       ] DH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:28.833566] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DH.txt
[2025-12-30T20:20:28.833714] [INFO ] [sig       ] [934/3539] Completed DH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:28.833755] [INFO ] [sig       ] [935/3539] Forecasting DHC...
[2025-12-30T20:20:28.833785] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-30T20:20:28.833815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-30T20:20:28.845055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-30T20:20:28.845366] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-30T20:20:28.846140] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-30T20:20:28.846193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:28.846223] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:28.846251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:28.846307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:28.903488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:28.904111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:28.904188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:28.904219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:29.024909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:29.025048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:29.025088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:29.025117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:29.028363] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-30T20:20:29.028648] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-30T20:20:29.028792] [INFO ] [sig       ] DHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:29.169992] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DHC.txt
[2025-12-30T20:20:29.170130] [INFO ] [sig       ] [935/3539] Completed DHC in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:29.170176] [INFO ] [sig       ] [936/3539] Forecasting DHF...
[2025-12-30T20:20:29.170204] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-30T20:20:29.170234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-30T20:20:29.181259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-30T20:20:29.181557] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-30T20:20:29.182357] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-30T20:20:29.182411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:29.182442] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:29.182469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:29.182535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:29.239687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:29.240290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:29.240370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:29.240401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:29.357758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:29.357911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:29.357951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:29.357985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:29.361315] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-30T20:20:29.361606] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-30T20:20:29.361730] [INFO ] [sig       ] DHF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:29.502620] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DHF.txt
[2025-12-30T20:20:29.502752] [INFO ] [sig       ] [936/3539] Completed DHF in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:29.502791] [INFO ] [sig       ] [937/3539] Forecasting DHI...
[2025-12-30T20:20:29.502820] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-30T20:20:29.502851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-30T20:20:29.514260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-30T20:20:29.514537] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-30T20:20:29.515310] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-30T20:20:29.515362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:29.515393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:29.515419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:29.515475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:29.572123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:29.572740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:29.572818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:29.572850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:29.696486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:29.696652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:29.696693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:29.696721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:29.700040] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-30T20:20:29.700307] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-30T20:20:29.700425] [INFO ] [sig       ] DHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:29.839964] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DHI.txt
[2025-12-30T20:20:29.840098] [INFO ] [sig       ] [937/3539] Completed DHI in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:29.840138] [INFO ] [sig       ] [938/3539] Forecasting DHIL...
[2025-12-30T20:20:29.840166] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-30T20:20:29.840197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-30T20:20:29.851011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-30T20:20:29.851280] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-30T20:20:29.852049] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-30T20:20:29.852111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:29.852143] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:29.852169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:29.852228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:29.908851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:29.909474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:29.909557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:29.909608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:30.017089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:30.017233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:30.017272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:30.017300] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:30.020656] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-30T20:20:30.020931] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-30T20:20:30.021067] [INFO ] [sig       ] DHIL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:30.164499] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DHIL.txt
[2025-12-30T20:20:30.164655] [INFO ] [sig       ] [938/3539] Completed DHIL in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-30T20:20:30.164698] [INFO ] [sig       ] [939/3539] Forecasting DHX...
[2025-12-30T20:20:30.164726] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-30T20:20:30.164756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-30T20:20:30.175834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-30T20:20:30.176136] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-30T20:20:30.176930] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-30T20:20:30.176983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:30.177016] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:30.177043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:30.177102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:30.234754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:30.235561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:30.235661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:30.235701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:30.349860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:30.349999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:30.350039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:30.350072] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:30.353337] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-30T20:20:30.353621] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-30T20:20:30.353744] [INFO ] [sig       ] DHX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:30.494003] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DHX.txt
[2025-12-30T20:20:30.494155] [INFO ] [sig       ] [939/3539] Completed DHX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-30T20:20:30.494197] [INFO ] [sig       ] [940/3539] Forecasting DIBS...
[2025-12-30T20:20:30.494226] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-30T20:20:30.494256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-30T20:20:30.505208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-30T20:20:30.505509] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-30T20:20:30.506307] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-30T20:20:30.506359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:30.506390] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:30.506417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:30.506474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:30.566644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:30.567319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:30.567403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:30.567436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:30.689900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:30.690044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:30.690092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:30.690126] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:30.693551] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-30T20:20:30.693842] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-30T20:20:30.693963] [INFO ] [sig       ] DIBS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:30.841059] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DIBS.txt
[2025-12-30T20:20:30.841200] [INFO ] [sig       ] [940/3539] Completed DIBS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-30T20:20:30.841240] [INFO ] [sig       ] [941/3539] Forecasting DIN...
[2025-12-30T20:20:30.841270] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-30T20:20:30.841300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-30T20:20:30.855176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-30T20:20:30.855716] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-30T20:20:30.856603] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-30T20:20:30.856658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:30.856690] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:30.856716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:30.856777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:30.917120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:30.918052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:30.918144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:30.918176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:31.037836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:31.038004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:31.038045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:31.038073] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:31.041486] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-30T20:20:31.041790] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-30T20:20:31.041920] [INFO ] [sig       ] DIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:31.181466] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DIN.txt
[2025-12-30T20:20:31.181638] [INFO ] [sig       ] [941/3539] Completed DIN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-30T20:20:31.181707] [INFO ] [sig       ] [942/3539] Forecasting DINO...
[2025-12-30T20:20:31.181737] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-30T20:20:31.181767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-30T20:20:31.193385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-30T20:20:31.193786] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-30T20:20:31.194561] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-30T20:20:31.194635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:31.194669] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:31.194697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:31.194755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:31.257534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:31.258476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:31.258570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:31.258623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:31.384288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:31.384450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:31.384490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:31.384519] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:31.387892] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-30T20:20:31.388170] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-30T20:20:31.388292] [INFO ] [sig       ] DINO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:31.529407] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DINO.txt
[2025-12-30T20:20:31.529602] [INFO ] [sig       ] [942/3539] Completed DINO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:31.529648] [INFO ] [sig       ] [943/3539] Forecasting DIOD...
[2025-12-30T20:20:31.529683] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-30T20:20:31.529724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-30T20:20:31.541159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-30T20:20:31.541469] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-30T20:20:31.542268] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-30T20:20:31.542321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:31.542352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:31.542377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:31.542434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:31.599629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:31.600624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:31.600706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:31.600737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:31.721616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:31.721778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:31.721819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:31.721846] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:31.725143] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-30T20:20:31.725429] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-30T20:20:31.725550] [INFO ] [sig       ] DIOD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:31.863804] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DIOD.txt
[2025-12-30T20:20:31.863931] [INFO ] [sig       ] [943/3539] Completed DIOD in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:31.863971] [INFO ] [sig       ] [944/3539] Forecasting DIS...
[2025-12-30T20:20:31.864000] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-30T20:20:31.864030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-30T20:20:31.876311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-30T20:20:31.876648] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-30T20:20:31.877398] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-30T20:20:31.877450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:31.877480] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:31.877508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:31.877564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:31.933600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:31.934272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:31.934354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:31.934385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:32.057408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:32.057617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:32.057666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:32.057696] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:32.061274] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-30T20:20:32.061609] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-30T20:20:32.061754] [INFO ] [sig       ] DIS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:32.201213] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DIS.txt
[2025-12-30T20:20:32.201360] [INFO ] [sig       ] [944/3539] Completed DIS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:32.201401] [INFO ] [sig       ] [945/3539] Forecasting DJCO...
[2025-12-30T20:20:32.201430] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-30T20:20:32.201459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-30T20:20:32.212767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-30T20:20:32.213106] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-30T20:20:32.213892] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-30T20:20:32.213945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:32.213976] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:32.214030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:32.214094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:32.270063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:32.270916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:32.271000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:32.271033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:32.385354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:32.385514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:32.385590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:32.385622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:32.388960] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-30T20:20:32.389231] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-30T20:20:32.389356] [INFO ] [sig       ] DJCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:32.527754] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DJCO.txt
[2025-12-30T20:20:32.527893] [INFO ] [sig       ] [945/3539] Completed DJCO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:32.527936] [INFO ] [sig       ] [946/3539] Forecasting DK...
[2025-12-30T20:20:32.527965] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-30T20:20:32.527995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-30T20:20:32.539785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-30T20:20:32.540124] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-30T20:20:32.540896] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-30T20:20:32.540948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:32.540979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:32.541006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:32.541063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:32.597834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:32.598883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:32.598968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:32.598999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:32.723284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:32.723449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:32.723496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:32.723527] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:32.726991] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-30T20:20:32.727280] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-30T20:20:32.727418] [INFO ] [sig       ] DK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:32.868023] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DK.txt
[2025-12-30T20:20:32.868162] [INFO ] [sig       ] [946/3539] Completed DK in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:32.868204] [INFO ] [sig       ] [947/3539] Forecasting DKL...
[2025-12-30T20:20:32.868233] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-30T20:20:32.868264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-30T20:20:32.880174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-30T20:20:32.880472] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-30T20:20:32.881247] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-30T20:20:32.881299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:32.881328] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:32.881355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:32.881411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:32.937360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:32.938027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:32.938108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:32.938139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:33.049863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:33.050022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:33.050062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:33.050089] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:33.053389] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-30T20:20:33.053675] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-30T20:20:33.053797] [INFO ] [sig       ] DKL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:33.191416] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DKL.txt
[2025-12-30T20:20:33.191552] [INFO ] [sig       ] [947/3539] Completed DKL in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:33.191609] [INFO ] [sig       ] [948/3539] Forecasting DKNG...
[2025-12-30T20:20:33.191638] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-30T20:20:33.191668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-30T20:20:33.206256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-30T20:20:33.206694] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-30T20:20:33.207696] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-30T20:20:33.207759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:33.207799] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:33.207834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:33.207912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:33.272230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:33.272933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:33.273016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:33.273048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:33.388371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:33.388536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:33.388595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:33.388626] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:33.392011] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-30T20:20:33.392310] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-30T20:20:33.392433] [INFO ] [sig       ] DKNG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:33.531644] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DKNG.txt
[2025-12-30T20:20:33.531773] [INFO ] [sig       ] [948/3539] Completed DKNG in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:33.531815] [INFO ] [sig       ] [949/3539] Forecasting DKS...
[2025-12-30T20:20:33.531845] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-30T20:20:33.531876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-30T20:20:33.543289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-30T20:20:33.543608] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-30T20:20:33.544376] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-30T20:20:33.544428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:33.544470] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:33.544498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:33.544555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:33.601086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:33.601728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:33.601807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:33.601839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:33.720985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:33.721141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:33.721183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:33.721212] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:33.724695] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-30T20:20:33.724981] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-30T20:20:33.725106] [INFO ] [sig       ] DKS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:33.864528] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DKS.txt
[2025-12-30T20:20:33.864670] [INFO ] [sig       ] [949/3539] Completed DKS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:33.864709] [INFO ] [sig       ] [950/3539] Forecasting DLB...
[2025-12-30T20:20:33.864737] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-30T20:20:33.864766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-30T20:20:33.875903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-30T20:20:33.876208] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-30T20:20:33.876964] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-30T20:20:33.877016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:33.877046] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:33.877072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:33.877130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:33.933874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:33.934486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:33.934564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:33.934614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:34.058417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:34.058610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:34.058660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:34.058689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:34.062173] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-30T20:20:34.062454] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-30T20:20:34.062601] [INFO ] [sig       ] DLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:34.201797] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLB.txt
[2025-12-30T20:20:34.201954] [INFO ] [sig       ] [950/3539] Completed DLB in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:34.201993] [INFO ] [sig       ] [951/3539] Forecasting DLHC...
[2025-12-30T20:20:34.202023] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-30T20:20:34.202055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-30T20:20:34.214563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-30T20:20:34.214897] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-30T20:20:34.215699] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-30T20:20:34.215751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:34.215782] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:34.215808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:34.215865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:34.274614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:34.275291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:34.275376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:34.275409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:34.394793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:34.394990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:34.395032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:34.395060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:34.398669] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-12-30T20:20:34.399001] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-30T20:20:34.399137] [INFO ] [sig       ] DLHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:34.541077] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLHC.txt
[2025-12-30T20:20:34.541222] [INFO ] [sig       ] [951/3539] Completed DLHC in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:34.541262] [INFO ] [sig       ] [952/3539] Forecasting DLNG...
[2025-12-30T20:20:34.541293] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-30T20:20:34.541322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-30T20:20:34.553380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-30T20:20:34.553702] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-30T20:20:34.554466] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-30T20:20:34.554518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:34.554549] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:34.554596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:34.554657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:34.611389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:34.612050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:34.612146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:34.612180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:34.727849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:34.728021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:34.728066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:34.728095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:34.731726] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-30T20:20:34.732038] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-30T20:20:34.732171] [INFO ] [sig       ] DLNG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:34.883220] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLNG.txt
[2025-12-30T20:20:34.883374] [INFO ] [sig       ] [952/3539] Completed DLNG in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:34.883417] [INFO ] [sig       ] [953/3539] Forecasting DLO...
[2025-12-30T20:20:34.883454] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-30T20:20:34.883488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-30T20:20:34.895785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-30T20:20:34.896088] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-30T20:20:34.896897] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-30T20:20:34.896952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:34.896984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:34.897012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:34.897071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:34.959021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:34.959824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:34.959916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:34.959951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:35.083939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:35.084110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:35.084158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:35.084186] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:35.087669] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-30T20:20:35.087951] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-30T20:20:35.088075] [INFO ] [sig       ] DLO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:35.234444] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLO.txt
[2025-12-30T20:20:35.234632] [INFO ] [sig       ] [953/3539] Completed DLO in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:35.234676] [INFO ] [sig       ] [954/3539] Forecasting DLPN...
[2025-12-30T20:20:35.234708] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-30T20:20:35.234740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-30T20:20:35.246400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-30T20:20:35.246800] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-30T20:20:35.247652] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-30T20:20:35.247707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:35.247739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:35.247765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:35.247822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:35.303859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:35.304755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:35.304843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:35.304874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:35.409716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:35.409879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:35.409918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:35.409945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:35.413262] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-30T20:20:35.413527] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-30T20:20:35.413665] [INFO ] [sig       ] DLPN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:35.553475] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLPN.txt
[2025-12-30T20:20:35.553634] [INFO ] [sig       ] [954/3539] Completed DLPN in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-30T20:20:35.553677] [INFO ] [sig       ] [955/3539] Forecasting DLTH...
[2025-12-30T20:20:35.553705] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-30T20:20:35.553735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-30T20:20:35.565758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-30T20:20:35.566085] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-30T20:20:35.567116] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-30T20:20:35.567169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:35.567201] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:35.567227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:35.567285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:35.627074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:35.627861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:35.627942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:35.627974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:35.746709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:35.746864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:35.746905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:35.746933] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:35.750273] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-30T20:20:35.750547] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-30T20:20:35.750691] [INFO ] [sig       ] DLTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:35.892116] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DLTH.txt
[2025-12-30T20:20:35.892279] [INFO ] [sig       ] [955/3539] Completed DLTH in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-30T20:20:35.892320] [INFO ] [sig       ] [956/3539] Forecasting DLX...
[2025-12-30T20:20:35.892349] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-30T20:20:35.892380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-30T20:20:35.904037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-30T20:20:35.904410] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-30T20:20:35.905255] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-30T20:20:35.905309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:35.905339] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:35.905365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:35.905424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:35.964301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:35.965171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:35.965258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:35.965291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:36.090821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:36.090983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:36.091023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:36.091067] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:36.095062] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-30T20:20:36.095372] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-30T20:20:36.095716] [INFO ] [sig       ] DLX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:36.246924] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DLX.txt
[2025-12-30T20:20:36.247100] [INFO ] [sig       ] [956/3539] Completed DLX in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-30T20:20:36.247142] [INFO ] [sig       ] [957/3539] Forecasting DLY...
[2025-12-30T20:20:36.247171] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-30T20:20:36.247201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-30T20:20:36.258677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-30T20:20:36.259077] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-30T20:20:36.259881] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-30T20:20:36.259933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:36.259965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:36.259991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:36.260048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:36.318423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:36.319391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:36.319486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:36.319518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:36.443671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:36.443833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:36.443875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:36.443904] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:36.447371] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2025-12-30T20:20:36.447680] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-30T20:20:36.447813] [INFO ] [sig       ] DLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:36.617845] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DLY.txt
[2025-12-30T20:20:36.618004] [INFO ] [sig       ] [957/3539] Completed DLY in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-30T20:20:36.618045] [INFO ] [sig       ] [958/3539] Forecasting DMAC...
[2025-12-30T20:20:36.618074] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-30T20:20:36.618104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-30T20:20:36.629495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-30T20:20:36.629917] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-30T20:20:36.630759] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-30T20:20:36.630815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:36.630848] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:36.630876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:36.630935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:36.693846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:36.694934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:36.695024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:36.695075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:36.822752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:36.822914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:36.822955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:36.822983] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:36.826333] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-30T20:20:36.826632] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-30T20:20:36.826763] [INFO ] [sig       ] DMAC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:36.977716] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DMAC.txt
[2025-12-30T20:20:36.977886] [INFO ] [sig       ] [958/3539] Completed DMAC in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-30T20:20:36.977965] [INFO ] [sig       ] [959/3539] Forecasting DMB...
[2025-12-30T20:20:36.977996] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-30T20:20:36.978027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-30T20:20:36.989752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-30T20:20:36.990131] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-30T20:20:36.991002] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-30T20:20:36.991057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:36.991090] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:36.991118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:36.991178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:37.051668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:37.052593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:37.052687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:37.052722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:37.183938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:37.184096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:37.184140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:37.184169] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:37.187697] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-30T20:20:37.188067] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-30T20:20:37.188225] [INFO ] [sig       ] DMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:37.347632] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DMB.txt
[2025-12-30T20:20:37.347796] [INFO ] [sig       ] [959/3539] Completed DMB in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-30T20:20:37.347842] [INFO ] [sig       ] [960/3539] Forecasting DMLP...
[2025-12-30T20:20:37.347872] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-30T20:20:37.347904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-30T20:20:37.361811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-30T20:20:37.362213] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-30T20:20:37.363088] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-30T20:20:37.363144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:37.363176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:37.363204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:37.363278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:37.421948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:37.422892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:37.422981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:37.423014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:37.546473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:37.546652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:37.546695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:37.546724] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:37.550362] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-30T20:20:37.550715] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-30T20:20:37.550858] [INFO ] [sig       ] DMLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:37.703311] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DMLP.txt
[2025-12-30T20:20:37.703482] [INFO ] [sig       ] [960/3539] Completed DMLP in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:37.703525] [INFO ] [sig       ] [961/3539] Forecasting DMO...
[2025-12-30T20:20:37.703553] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-30T20:20:37.703610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-30T20:20:37.717045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-30T20:20:37.717663] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-30T20:20:37.718488] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-30T20:20:37.718543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:37.718598] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:37.718630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:37.718696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:37.779600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:37.780510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:37.780654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:37.780702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:37.899333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:37.899515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:37.899559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:37.899607] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:37.903074] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-30T20:20:37.903390] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-30T20:20:37.903524] [INFO ] [sig       ] DMO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:38.048750] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DMO.txt
[2025-12-30T20:20:38.048917] [INFO ] [sig       ] [961/3539] Completed DMO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:38.048958] [INFO ] [sig       ] [962/3539] Forecasting DMRC...
[2025-12-30T20:20:38.048989] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-30T20:20:38.049020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-30T20:20:38.060800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-30T20:20:38.061144] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-30T20:20:38.061961] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-30T20:20:38.062024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:38.062057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:38.062108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:38.062166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:38.124556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:38.125439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:38.125530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:38.125562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:38.243991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:38.244142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:38.244184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:38.244212] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:38.247761] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-30T20:20:38.248071] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-30T20:20:38.248205] [INFO ] [sig       ] DMRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:38.399545] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DMRC.txt
[2025-12-30T20:20:38.399745] [INFO ] [sig       ] [962/3539] Completed DMRC in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:38.399789] [INFO ] [sig       ] [963/3539] Forecasting DMXF...
[2025-12-30T20:20:38.399821] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-30T20:20:38.399853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-30T20:20:38.411594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-30T20:20:38.411993] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-30T20:20:38.412827] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-30T20:20:38.412882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:38.412914] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:38.412941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:38.413000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:38.473778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:38.474686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:38.474780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:38.474812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:38.592172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:38.592331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:38.592371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:38.592401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:38.595817] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-30T20:20:38.596120] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-30T20:20:38.596247] [INFO ] [sig       ] DMXF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:38.739504] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DMXF.txt
[2025-12-30T20:20:38.739686] [INFO ] [sig       ] [963/3539] Completed DMXF in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:38.739728] [INFO ] [sig       ] [964/3539] Forecasting DNA...
[2025-12-30T20:20:38.739758] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-30T20:20:38.739788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-30T20:20:38.751265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-30T20:20:38.751666] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-30T20:20:38.752430] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-30T20:20:38.752483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:38.752515] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:38.752541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:38.752621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:38.808778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:38.809670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:38.809757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:38.809789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:38.934166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:38.934322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:38.934363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:38.934391] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:38.938283] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-30T20:20:38.938854] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-30T20:20:38.938992] [INFO ] [sig       ] DNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:39.093830] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DNA.txt
[2025-12-30T20:20:39.093964] [INFO ] [sig       ] [964/3539] Completed DNA in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:39.094002] [INFO ] [sig       ] [965/3539] Forecasting DNLI...
[2025-12-30T20:20:39.094031] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-30T20:20:39.094062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-30T20:20:39.106422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-30T20:20:39.106788] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-30T20:20:39.107592] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-30T20:20:39.107645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:39.107675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:39.107701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:39.107757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:39.168832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:39.169874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:39.169962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:39.169996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:39.307394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:39.307607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:39.307656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:39.307688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:39.312695] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-30T20:20:39.313113] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-30T20:20:39.313298] [INFO ] [sig       ] DNLI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:39.488752] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DNLI.txt
[2025-12-30T20:20:39.488969] [INFO ] [sig       ] [965/3539] Completed DNLI in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:39.489014] [INFO ] [sig       ] [966/3539] Forecasting DNP...
[2025-12-30T20:20:39.489043] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-30T20:20:39.489073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-30T20:20:39.501120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-30T20:20:39.501542] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-30T20:20:39.502378] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-30T20:20:39.502431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:39.502462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:39.502488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:39.502544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:39.565975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:39.567093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:39.567181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:39.567215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:39.700068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:39.700228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:39.700271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:39.700300] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:39.704045] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-30T20:20:39.704360] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-30T20:20:39.704497] [INFO ] [sig       ] DNP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:39.862249] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DNP.txt
[2025-12-30T20:20:39.862445] [INFO ] [sig       ] [966/3539] Completed DNP in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:39.862487] [INFO ] [sig       ] [967/3539] Forecasting DNTH...
[2025-12-30T20:20:39.862516] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-30T20:20:39.862545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-30T20:20:39.876426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-30T20:20:39.876840] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-30T20:20:39.877920] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-30T20:20:39.877975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:39.878007] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:39.878035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:39.878093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:39.965048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:39.966092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:39.966199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:39.966244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:40.099442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:40.099628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:40.099673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:40.099700] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:40.103126] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-30T20:20:40.103445] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-30T20:20:40.103615] [INFO ] [sig       ] DNTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:40.261488] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DNTH.txt
[2025-12-30T20:20:40.261674] [INFO ] [sig       ] [967/3539] Completed DNTH in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:40.261719] [INFO ] [sig       ] [968/3539] Forecasting DOCN...
[2025-12-30T20:20:40.261749] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-30T20:20:40.261781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-30T20:20:40.274180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-30T20:20:40.274570] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-30T20:20:40.275382] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-30T20:20:40.275435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:40.275468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:40.275495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:40.275554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:40.347849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:40.348789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:40.348895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:40.348929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:40.476890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:40.477058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:40.477102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:40.477131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:40.481024] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-12-30T20:20:40.481333] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-30T20:20:40.481471] [INFO ] [sig       ] DOCN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:40.633786] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DOCN.txt
[2025-12-30T20:20:40.633963] [INFO ] [sig       ] [968/3539] Completed DOCN in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:40.634005] [INFO ] [sig       ] [969/3539] Forecasting DOCS...
[2025-12-30T20:20:40.634034] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-30T20:20:40.634064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-30T20:20:40.646263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-30T20:20:40.646692] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-30T20:20:40.647496] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-30T20:20:40.647548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:40.647597] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:40.647626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:40.647684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:40.706832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:40.707748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:40.707834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:40.707867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:40.826954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:40.827130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:40.827171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:40.827200] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:40.830541] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-30T20:20:40.830848] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-30T20:20:40.830975] [INFO ] [sig       ] DOCS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:40.973219] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DOCS.txt
[2025-12-30T20:20:40.973376] [INFO ] [sig       ] [969/3539] Completed DOCS in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:40.973417] [INFO ] [sig       ] [970/3539] Forecasting DOGZ...
[2025-12-30T20:20:40.973448] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-30T20:20:40.973479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-30T20:20:40.985136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-30T20:20:40.985399] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-30T20:20:40.986361] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-30T20:20:40.986412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:40.986443] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:40.986468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:40.986525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:41.046686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:41.047528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:41.047633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:41.047667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:41.173812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:41.173964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:41.174005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:41.174033] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:41.177312] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=60.01%)
[2025-12-30T20:20:41.177589] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-30T20:20:41.177708] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:41.324290] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DOGZ.txt
[2025-12-30T20:20:41.324449] [INFO ] [sig       ] [970/3539] Completed DOGZ in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:41.324490] [INFO ] [sig       ] [971/3539] Forecasting DOLE...
[2025-12-30T20:20:41.324519] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-30T20:20:41.324551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-30T20:20:41.336242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-30T20:20:41.336527] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-30T20:20:41.337292] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-30T20:20:41.337346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:41.337379] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:41.337408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:41.337474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:41.397605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:41.398478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:41.398568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:41.398622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:41.520047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:41.520206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:41.520246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:41.520274] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:41.523561] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-30T20:20:41.523849] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-30T20:20:41.523969] [INFO ] [sig       ] DOLE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:41.668822] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DOLE.txt
[2025-12-30T20:20:41.668976] [INFO ] [sig       ] [971/3539] Completed DOLE in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:41.669015] [INFO ] [sig       ] [972/3539] Forecasting DOMO...
[2025-12-30T20:20:41.669045] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-30T20:20:41.669075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-30T20:20:41.680976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-30T20:20:41.681356] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-30T20:20:41.682147] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-30T20:20:41.682199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:41.682230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:41.682257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:41.682315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:41.740861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:41.741797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:41.741920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:41.741954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:41.867357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:41.867519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:41.867560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:41.867624] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:41.871114] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-30T20:20:41.871421] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-30T20:20:41.871559] [INFO ] [sig       ] DOMO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:42.018202] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DOMO.txt
[2025-12-30T20:20:42.018366] [INFO ] [sig       ] [972/3539] Completed DOMO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:42.018407] [INFO ] [sig       ] [973/3539] Forecasting DORM...
[2025-12-30T20:20:42.018437] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-30T20:20:42.018468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-30T20:20:42.030547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-30T20:20:42.030976] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-30T20:20:42.031826] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-30T20:20:42.031887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:42.031934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:42.031962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:42.032020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:42.091173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:42.092286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:42.092373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:42.092405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:42.216275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:42.216435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:42.216477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:42.216506] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:42.220376] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-30T20:20:42.220878] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-30T20:20:42.221012] [INFO ] [sig       ] DORM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:42.370273] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DORM.txt
[2025-12-30T20:20:42.370433] [INFO ] [sig       ] [973/3539] Completed DORM in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-30T20:20:42.370477] [INFO ] [sig       ] [974/3539] Forecasting DOUG...
[2025-12-30T20:20:42.370507] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-30T20:20:42.370539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-30T20:20:42.383358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-30T20:20:42.383780] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-30T20:20:42.384591] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-30T20:20:42.384645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:42.384677] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:42.384704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:42.384762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:42.442217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:42.443097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:42.443183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:42.443215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:42.561636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:42.561796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:42.561836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:42.561864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:42.565348] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-30T20:20:42.565691] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-30T20:20:42.565832] [INFO ] [sig       ] DOUG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:42.709457] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DOUG.txt
[2025-12-30T20:20:42.709636] [INFO ] [sig       ] [974/3539] Completed DOUG in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-30T20:20:42.709679] [INFO ] [sig       ] [975/3539] Forecasting DOX...
[2025-12-30T20:20:42.709709] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-30T20:20:42.709740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-30T20:20:42.720641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-30T20:20:42.720915] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-30T20:20:42.721694] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-30T20:20:42.721746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:42.721778] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:42.721804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:42.721861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:42.778605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:42.779454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:42.779546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:42.779600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:42.902950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:42.903112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:42.903152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:42.903181] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:42.906598] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-30T20:20:42.906900] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-30T20:20:42.907035] [INFO ] [sig       ] DOX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:43.051756] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DOX.txt
[2025-12-30T20:20:43.051936] [INFO ] [sig       ] [975/3539] Completed DOX in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-30T20:20:43.051980] [INFO ] [sig       ] [976/3539] Forecasting DPG...
[2025-12-30T20:20:43.052009] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-30T20:20:43.052040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-30T20:20:43.064837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-30T20:20:43.065197] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-30T20:20:43.066017] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-30T20:20:43.066073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:43.066105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:43.066132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:43.066193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:43.126790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:43.127670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:43.127756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:43.127789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:43.250243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:43.250406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:43.250447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:43.250475] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:43.254113] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-30T20:20:43.254384] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-30T20:20:43.254503] [INFO ] [sig       ] DPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:43.402504] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DPG.txt
[2025-12-30T20:20:43.402693] [INFO ] [sig       ] [976/3539] Completed DPG in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-30T20:20:43.402744] [INFO ] [sig       ] [977/3539] Forecasting DPRO...
[2025-12-30T20:20:43.402774] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-30T20:20:43.402805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-30T20:20:43.415292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-30T20:20:43.415674] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-30T20:20:43.416463] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-30T20:20:43.416518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:43.416552] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:43.416600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:43.416666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:43.476320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:43.477382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:43.477467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:43.477499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:43.597359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:43.597524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:43.597590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:43.597624] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:43.601998] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-30T20:20:43.602410] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-30T20:20:43.602560] [INFO ] [sig       ] DPRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:43.765764] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DPRO.txt
[2025-12-30T20:20:43.765925] [INFO ] [sig       ] [977/3539] Completed DPRO in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:43.765969] [INFO ] [sig       ] [978/3539] Forecasting DPZ...
[2025-12-30T20:20:43.766012] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-30T20:20:43.766057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-30T20:20:43.777889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-30T20:20:43.778272] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-30T20:20:43.779139] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-30T20:20:43.779194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:43.779227] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:43.779255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:43.779319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:43.840369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:43.841259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:43.841358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:43.841391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:43.962208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:43.962363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:43.962403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:43.962433] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:43.965802] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-30T20:20:43.966090] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-30T20:20:43.966231] [INFO ] [sig       ] DPZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:44.113484] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DPZ.txt
[2025-12-30T20:20:44.113657] [INFO ] [sig       ] [978/3539] Completed DPZ in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:44.113701] [INFO ] [sig       ] [979/3539] Forecasting DQ...
[2025-12-30T20:20:44.113730] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-30T20:20:44.113761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-30T20:20:44.125262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-30T20:20:44.125644] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-30T20:20:44.126406] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-30T20:20:44.126457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:44.126516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:44.126543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:44.126618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:44.184711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:44.185514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:44.185614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:44.185648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:44.308148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:44.308304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:44.308345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:44.308373] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:44.311760] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-12-30T20:20:44.312042] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-30T20:20:44.312171] [INFO ] [sig       ] DQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:44.468829] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DQ.txt
[2025-12-30T20:20:44.468985] [INFO ] [sig       ] [979/3539] Completed DQ in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:44.469027] [INFO ] [sig       ] [980/3539] Forecasting DRD...
[2025-12-30T20:20:44.469056] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-30T20:20:44.469086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-30T20:20:44.480381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-30T20:20:44.480763] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-30T20:20:44.481528] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-30T20:20:44.481599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:44.481632] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:44.481658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:44.481714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:44.539481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:44.540324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:44.540428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:44.540467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:44.658539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:44.658710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:44.658776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:44.658819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:44.662196] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-30T20:20:44.662518] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-30T20:20:44.662667] [INFO ] [sig       ] DRD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:44.809271] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRD.txt
[2025-12-30T20:20:44.809433] [INFO ] [sig       ] [980/3539] Completed DRD in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:44.809472] [INFO ] [sig       ] [981/3539] Forecasting DRH...
[2025-12-30T20:20:44.809503] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-30T20:20:44.809534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-30T20:20:44.820747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-30T20:20:44.821009] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-30T20:20:44.821790] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-30T20:20:44.821841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:44.821872] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:44.821899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:44.821955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:44.879337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:44.880191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:44.880276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:44.880308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:45.001013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:45.001164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:45.001203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:45.001231] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:45.004501] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-30T20:20:45.004790] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-30T20:20:45.004911] [INFO ] [sig       ] DRH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:45.149350] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRH.txt
[2025-12-30T20:20:45.149508] [INFO ] [sig       ] [981/3539] Completed DRH in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:45.149548] [INFO ] [sig       ] [982/3539] Forecasting DRI...
[2025-12-30T20:20:45.149596] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-30T20:20:45.149631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-30T20:20:45.161257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-30T20:20:45.161632] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-30T20:20:45.162384] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-30T20:20:45.162434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:45.162466] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:45.162492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:45.162548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:45.220460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:45.221121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:45.221201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:45.221246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:45.346590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:45.346695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:45.346734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:45.346762] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:45.350064] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-30T20:20:45.350338] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-30T20:20:45.350484] [INFO ] [sig       ] DRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:45.494528] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DRI.txt
[2025-12-30T20:20:45.494674] [INFO ] [sig       ] [982/3539] Completed DRI in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:45.494715] [INFO ] [sig       ] [983/3539] Forecasting DRIO...
[2025-12-30T20:20:45.494744] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-30T20:20:45.494774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-30T20:20:45.506037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-30T20:20:45.506300] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-30T20:20:45.507069] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-30T20:20:45.507121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:45.507152] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:45.507178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:45.507235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:45.563465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:45.564078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:45.564155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:45.564187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:45.679246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:45.679386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:45.679430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:45.679458] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:45.682783] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-30T20:20:45.683047] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-30T20:20:45.683170] [INFO ] [sig       ] DRIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:45.827133] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRIO.txt
[2025-12-30T20:20:45.827275] [INFO ] [sig       ] [983/3539] Completed DRIO in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:45.827313] [INFO ] [sig       ] [984/3539] Forecasting DRLL...
[2025-12-30T20:20:45.827343] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-30T20:20:45.827373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-30T20:20:45.839167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-30T20:20:45.839510] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-30T20:20:45.840498] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-30T20:20:45.840751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:45.840783] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:45.840820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:45.840878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:45.902092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:45.902845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:45.902927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:45.902958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:46.023398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:46.023553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:46.023610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:46.023640] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:46.026973] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-30T20:20:46.027263] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-30T20:20:46.027388] [INFO ] [sig       ] DRLL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:46.168245] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DRLL.txt
[2025-12-30T20:20:46.168390] [INFO ] [sig       ] [984/3539] Completed DRLL in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:46.168430] [INFO ] [sig       ] [985/3539] Forecasting DRMA...
[2025-12-30T20:20:46.168459] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-30T20:20:46.168490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-30T20:20:46.179404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-30T20:20:46.179719] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-30T20:20:46.180473] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-30T20:20:46.180524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:46.180554] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:46.180603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:46.180661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:46.239990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:46.240866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:46.240949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:46.240982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:46.355505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:46.355675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:46.355716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:46.355743] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:46.359124] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-12-30T20:20:46.359392] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-30T20:20:46.359514] [INFO ] [sig       ] DRMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:46.504541] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRMA.txt
[2025-12-30T20:20:46.504714] [INFO ] [sig       ] [985/3539] Completed DRMA in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:46.504755] [INFO ] [sig       ] [986/3539] Forecasting DRS...
[2025-12-30T20:20:46.504784] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-30T20:20:46.504813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-30T20:20:46.515922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-30T20:20:46.516251] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-30T20:20:46.517050] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-30T20:20:46.517102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:46.517134] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:46.517160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:46.517218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:46.578391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:46.579429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:46.579514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:46.579546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:46.701169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:46.701322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:46.701362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:46.701390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:46.704951] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-30T20:20:46.705232] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-30T20:20:46.705358] [INFO ] [sig       ] DRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:46.850242] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DRS.txt
[2025-12-30T20:20:46.850393] [INFO ] [sig       ] [986/3539] Completed DRS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:46.850441] [INFO ] [sig       ] [987/3539] Forecasting DRTS...
[2025-12-30T20:20:46.850477] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-30T20:20:46.850514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-30T20:20:46.862035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-30T20:20:46.862337] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-30T20:20:46.863274] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-30T20:20:46.863327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:46.863358] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:46.863385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:46.863442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:46.919554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:46.920318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:46.920404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:46.920439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:47.039372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:47.039554] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:20:47.039612] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:47.039642] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:47.043090] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-30T20:20:47.043368] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-30T20:20:47.043490] [INFO ] [sig       ] DRTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:47.195540] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRTS.txt
[2025-12-30T20:20:47.195729] [INFO ] [sig       ] [987/3539] Completed DRTS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:47.195779] [INFO ] [sig       ] [988/3539] Forecasting DRUG...
[2025-12-30T20:20:47.195828] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-30T20:20:47.195879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-30T20:20:47.212596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-30T20:20:47.212956] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-30T20:20:47.213806] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-30T20:20:47.213859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:47.213891] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:47.213919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:47.213998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:47.277180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:47.278023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:47.278110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:47.278143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:47.402730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:47.402914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:47.402966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:47.402995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:47.407461] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-12-30T20:20:47.407961] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-30T20:20:47.408133] [INFO ] [sig       ] DRUG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:47.562352] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DRUG.txt
[2025-12-30T20:20:47.562521] [INFO ] [sig       ] [988/3539] Completed DRUG in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:47.562599] [INFO ] [sig       ] [989/3539] Forecasting DRVN...
[2025-12-30T20:20:47.562633] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-30T20:20:47.562665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-30T20:20:47.574970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-30T20:20:47.575316] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-30T20:20:47.576116] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-30T20:20:47.576170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:47.576202] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:47.576229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:47.576286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:47.640389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:47.641412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:47.641526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:47.641562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:47.769906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:47.770088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:47.770130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:47.770169] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:47.773813] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-30T20:20:47.774083] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-30T20:20:47.774206] [INFO ] [sig       ] DRVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:47.917273] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DRVN.txt
[2025-12-30T20:20:47.917425] [INFO ] [sig       ] [989/3539] Completed DRVN in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:47.917468] [INFO ] [sig       ] [990/3539] Forecasting DSGN...
[2025-12-30T20:20:47.917498] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-30T20:20:47.917528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-30T20:20:47.928662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-30T20:20:47.929034] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-30T20:20:47.929834] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-30T20:20:47.929887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:47.929920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:47.929947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:47.930006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:47.989411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:47.990264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:47.990353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:47.990384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:48.112984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:48.113139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:48.113177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:48.113205] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:48.116501] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-30T20:20:48.116799] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-30T20:20:48.116924] [INFO ] [sig       ] DSGN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:48.258256] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DSGN.txt
[2025-12-30T20:20:48.258407] [INFO ] [sig       ] [990/3539] Completed DSGN in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-30T20:20:48.258449] [INFO ] [sig       ] [991/3539] Forecasting DSGX...
[2025-12-30T20:20:48.258478] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-30T20:20:48.258509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-30T20:20:48.270724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-30T20:20:48.271051] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-30T20:20:48.271861] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-30T20:20:48.271913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:48.271946] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:48.271974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:48.272031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:48.333735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:48.334545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:48.334648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:48.334683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:48.467721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:48.467912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:48.467960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:48.467990] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:48.471775] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-30T20:20:48.472073] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-30T20:20:48.472252] [INFO ] [sig       ] DSGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:48.626441] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DSGX.txt
[2025-12-30T20:20:48.626821] [INFO ] [sig       ] [991/3539] Completed DSGX in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-30T20:20:48.626893] [INFO ] [sig       ] [992/3539] Forecasting DSL...
[2025-12-30T20:20:48.626931] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-30T20:20:48.626964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-30T20:20:48.639422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-30T20:20:48.639778] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-30T20:20:48.640593] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-30T20:20:48.640649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:48.640683] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:48.640711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:48.640770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:48.707377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:48.708228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:48.708314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:48.708350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:48.837513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:48.837681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:48.837726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:48.837757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:48.841883] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-30T20:20:48.842164] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-30T20:20:48.842322] [INFO ] [sig       ] DSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:48.995683] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DSL.txt
[2025-12-30T20:20:48.995851] [INFO ] [sig       ] [992/3539] Completed DSL in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-30T20:20:48.995891] [INFO ] [sig       ] [993/3539] Forecasting DSM...
[2025-12-30T20:20:48.995921] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-30T20:20:48.995953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-30T20:20:49.007895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-30T20:20:49.008233] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-30T20:20:49.009057] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-30T20:20:49.009110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:49.009141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:49.009167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:49.009223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:49.067336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:49.068101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:49.068183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:49.068214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:49.188406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:49.188597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:49.188640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:49.188668] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:49.192017] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-30T20:20:49.192295] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-30T20:20:49.192417] [INFO ] [sig       ] DSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:49.341280] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DSM.txt
[2025-12-30T20:20:49.341409] [INFO ] [sig       ] [993/3539] Completed DSM in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-30T20:20:49.341448] [INFO ] [sig       ] [994/3539] Forecasting DSP...
[2025-12-30T20:20:49.341481] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-30T20:20:49.341512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-30T20:20:49.353940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-30T20:20:49.354196] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-30T20:20:49.355001] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-30T20:20:49.355055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:49.355088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:49.355116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:49.355176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:49.415677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:49.416295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:49.416373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:49.416407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:49.539527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:49.539656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:49.539695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:49.539722] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:49.543009] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-30T20:20:49.543275] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-30T20:20:49.543395] [INFO ] [sig       ] DSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:49.684839] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DSP.txt
[2025-12-30T20:20:49.684960] [INFO ] [sig       ] [994/3539] Completed DSP in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:49.685001] [INFO ] [sig       ] [995/3539] Forecasting DSX...
[2025-12-30T20:20:49.685032] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-30T20:20:49.685063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-30T20:20:49.698027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-30T20:20:49.698290] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-30T20:20:49.699310] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-30T20:20:49.699363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:49.699397] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:49.699424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:49.699482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:49.760784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:49.761442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:49.761524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:49.761558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:49.881309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:49.881511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:49.881562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:49.881612] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:49.885147] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-30T20:20:49.885472] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-30T20:20:49.885622] [INFO ] [sig       ] DSX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:50.039530] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DSX.txt
[2025-12-30T20:20:50.039684] [INFO ] [sig       ] [995/3539] Completed DSX in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:50.039727] [INFO ] [sig       ] [996/3539] Forecasting DTB...
[2025-12-30T20:20:50.039758] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-30T20:20:50.039790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-30T20:20:50.050985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-30T20:20:50.051244] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-30T20:20:50.052055] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-30T20:20:50.052110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:50.052167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:50.052199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:50.052258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:50.110985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:50.111614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:50.111696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:50.111728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:50.227295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:50.227404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:50.227441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:50.227469] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:50.230640] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-30T20:20:50.230906] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-30T20:20:50.231026] [INFO ] [sig       ] DTB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:50.369533] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DTB.txt
[2025-12-30T20:20:50.369669] [INFO ] [sig       ] [996/3539] Completed DTB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:50.369709] [INFO ] [sig       ] [997/3539] Forecasting DTE...
[2025-12-30T20:20:50.369737] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-30T20:20:50.369767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-30T20:20:50.380813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-30T20:20:50.381075] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-30T20:20:50.381884] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-30T20:20:50.381938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:50.382002] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:50.382033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:50.382093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:50.441172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:50.442044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:50.442132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:50.442166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:50.558792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:50.558954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:50.558995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:50.559023] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:50.562327] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-30T20:20:50.562621] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-30T20:20:50.562743] [INFO ] [sig       ] DTE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:50.701857] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DTE.txt
[2025-12-30T20:20:50.702017] [INFO ] [sig       ] [997/3539] Completed DTE in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:50.702057] [INFO ] [sig       ] [998/3539] Forecasting DTG...
[2025-12-30T20:20:50.702086] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-30T20:20:50.702117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-30T20:20:50.714248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-30T20:20:50.714679] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-30T20:20:50.715516] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-30T20:20:50.715592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:50.715644] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:50.715681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:50.715741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:50.789867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:50.790777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:50.790870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:50.790903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:50.938667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:50.938901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:50.938963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:50.939008] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:50.944101] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=36.78%)
[2025-12-30T20:20:50.944522] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-30T20:20:50.944731] [INFO ] [sig       ] DTG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:51.160712] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DTG.txt
[2025-12-30T20:20:51.160944] [INFO ] [sig       ] [998/3539] Completed DTG in 0.5s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:51.161014] [INFO ] [sig       ] [999/3539] Forecasting DTIL...
[2025-12-30T20:20:51.161066] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-30T20:20:51.161121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-30T20:20:51.176154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-30T20:20:51.176630] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-30T20:20:51.177611] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-30T20:20:51.177678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:51.177722] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:51.177757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:51.177836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:51.250952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:51.252096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:51.252214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:51.252256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:51.404059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:51.404262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:51.404331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:51.404430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:51.410045] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-12-30T20:20:51.410598] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-30T20:20:51.410809] [INFO ] [sig       ] DTIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:51.588088] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DTIL.txt
[2025-12-30T20:20:51.588295] [INFO ] [sig       ] [999/3539] Completed DTIL in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:51.588344] [INFO ] [sig       ] [1000/3539] Forecasting DTM...
[2025-12-30T20:20:51.588377] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-30T20:20:51.588413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-30T20:20:51.607202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-30T20:20:51.607663] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-30T20:20:51.608674] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-30T20:20:51.608773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:51.608826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:51.608862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:51.608937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:51.684318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:51.685624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:51.685754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:51.685810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:51.835928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:51.836111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:51.836164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:51.836206] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:51.841106] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-30T20:20:51.841597] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-30T20:20:51.841792] [INFO ] [sig       ] DTM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:51.999649] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DTM.txt
[2025-12-30T20:20:51.999813] [INFO ] [sig       ] [1000/3539] Completed DTM in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:51.999878] [INFO ] [sig       ] [1001/3539] Forecasting DUK...
[2025-12-30T20:20:51.999910] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-30T20:20:51.999941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-30T20:20:52.012066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-30T20:20:52.012409] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-30T20:20:52.013224] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-30T20:20:52.013278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:52.013310] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:52.013337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:52.013395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:52.070874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:52.071829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:52.071917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:52.071951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:52.189067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:52.189226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:52.189268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:52.189298] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:52.192711] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=28.13%)
[2025-12-30T20:20:52.192992] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-30T20:20:52.193117] [INFO ] [sig       ] DUK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:52.332878] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DUK.txt
[2025-12-30T20:20:52.332997] [INFO ] [sig       ] [1001/3539] Completed DUK in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:52.333035] [INFO ] [sig       ] [1002/3539] Forecasting DUKB...
[2025-12-30T20:20:52.333065] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-30T20:20:52.333095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-30T20:20:52.344162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-30T20:20:52.344409] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-30T20:20:52.345171] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-30T20:20:52.345223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:52.345255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:52.345280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:52.345337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:52.401734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:52.402410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:52.402492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:52.402525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:52.526530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:52.526703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:52.526746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:52.526775] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:52.530155] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-30T20:20:52.530428] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-30T20:20:52.530591] [INFO ] [sig       ] DUKB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:52.671095] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DUKB.txt
[2025-12-30T20:20:52.671215] [INFO ] [sig       ] [1002/3539] Completed DUKB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:52.671254] [INFO ] [sig       ] [1003/3539] Forecasting DUOL...
[2025-12-30T20:20:52.671283] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-30T20:20:52.671313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-30T20:20:52.682243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-30T20:20:52.682506] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-30T20:20:52.683269] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-30T20:20:52.683322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:52.683354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:52.683381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:52.683438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:52.739386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:52.740010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:52.740102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:52.740142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:52.857661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:52.857795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:52.857834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:52.857862] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:52.861220] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-30T20:20:52.861489] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-30T20:20:52.861630] [INFO ] [sig       ] DUOL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:53.003081] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DUOL.txt
[2025-12-30T20:20:53.003210] [INFO ] [sig       ] [1003/3539] Completed DUOL in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:53.003249] [INFO ] [sig       ] [1004/3539] Forecasting DVA...
[2025-12-30T20:20:53.003280] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-30T20:20:53.003310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-30T20:20:53.014595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-30T20:20:53.014862] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-30T20:20:53.015627] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-30T20:20:53.015679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:53.015711] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:53.015737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:53.015793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:53.072825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:53.073439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:53.073521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:53.073553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:53.195983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:53.196123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:53.196162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:53.196206] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:53.199474] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-30T20:20:53.199793] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-30T20:20:53.199916] [INFO ] [sig       ] DVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:53.339108] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DVA.txt
[2025-12-30T20:20:53.339228] [INFO ] [sig       ] [1004/3539] Completed DVA in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:53.339267] [INFO ] [sig       ] [1005/3539] Forecasting DVAX...
[2025-12-30T20:20:53.339295] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-30T20:20:53.339323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-30T20:20:53.351125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-30T20:20:53.351398] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-30T20:20:53.352358] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-30T20:20:53.352409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:53.352440] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:53.352466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:53.352522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:53.409873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:53.410468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:53.410554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:53.410615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:53.529999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:53.530142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:53.530181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:53.530209] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:53.533472] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-30T20:20:53.533760] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-30T20:20:53.533881] [INFO ] [sig       ] DVAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:53.673243] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DVAX.txt
[2025-12-30T20:20:53.673371] [INFO ] [sig       ] [1005/3539] Completed DVAX in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:53.673409] [INFO ] [sig       ] [1006/3539] Forecasting DVN...
[2025-12-30T20:20:53.673438] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-30T20:20:53.673467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-30T20:20:53.684807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-30T20:20:53.685070] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-30T20:20:53.685839] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-30T20:20:53.685890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:53.685921] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:53.685948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:53.686006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:53.742968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:53.743739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:53.743861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:53.743895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:53.866556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:53.866726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:53.866767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:53.866796] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:53.870144] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-30T20:20:53.870414] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-30T20:20:53.870536] [INFO ] [sig       ] DVN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:54.011027] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DVN.txt
[2025-12-30T20:20:54.011186] [INFO ] [sig       ] [1006/3539] Completed DVN in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:54.011226] [INFO ] [sig       ] [1007/3539] Forecasting DWAS...
[2025-12-30T20:20:54.011256] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-30T20:20:54.011286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-30T20:20:54.022605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-30T20:20:54.022866] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-30T20:20:54.023629] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-30T20:20:54.023681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:54.023714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:54.023741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:54.023800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:54.080198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:54.080878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:54.080957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:54.080990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:54.198675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:54.198851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:54.198894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:54.198923] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:54.202241] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-30T20:20:54.202510] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-30T20:20:54.202649] [INFO ] [sig       ] DWAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:54.356969] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DWAS.txt
[2025-12-30T20:20:54.357109] [INFO ] [sig       ] [1007/3539] Completed DWAS in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:54.357157] [INFO ] [sig       ] [1008/3539] Forecasting DWSH...
[2025-12-30T20:20:54.357191] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-30T20:20:54.357221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-30T20:20:54.368825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-30T20:20:54.369127] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-30T20:20:54.369997] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-30T20:20:54.370055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:54.370088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:54.370132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:54.370201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:54.435630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:54.436315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:54.436407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:54.436445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:54.542711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:54.542837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:54.542876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:54.542904] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:54.546105] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-30T20:20:54.546367] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-30T20:20:54.546484] [INFO ] [sig       ] DWSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:54.686867] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DWSH.txt
[2025-12-30T20:20:54.687024] [INFO ] [sig       ] [1008/3539] Completed DWSH in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-30T20:20:54.687062] [INFO ] [sig       ] [1009/3539] Forecasting DX...
[2025-12-30T20:20:54.687092] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-30T20:20:54.687123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-30T20:20:54.698569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-30T20:20:54.698870] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-30T20:20:54.699643] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-30T20:20:54.699694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:54.699726] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:54.699752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:54.699808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:54.757229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:54.758080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:54.758162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:54.758195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:54.878476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:54.878646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:54.878688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:54.878728] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:54.882064] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-30T20:20:54.882330] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-30T20:20:54.882450] [INFO ] [sig       ] DX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:55.024215] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/DX.txt
[2025-12-30T20:20:55.024414] [INFO ] [sig       ] [1009/3539] Completed DX in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-30T20:20:55.024458] [INFO ] [sig       ] [1010/3539] Forecasting DXC...
[2025-12-30T20:20:55.024488] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-30T20:20:55.024518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-30T20:20:55.036188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-30T20:20:55.036518] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-30T20:20:55.037306] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-30T20:20:55.037358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:55.037389] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:55.037415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:55.037472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:55.095268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:55.095931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:55.096012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:55.096045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:55.212392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:55.212543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:55.212600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:55.212631] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:55.215907] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-12-30T20:20:55.216177] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-30T20:20:55.216297] [INFO ] [sig       ] DXC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:55.355489] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DXC.txt
[2025-12-30T20:20:55.355631] [INFO ] [sig       ] [1010/3539] Completed DXC in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-30T20:20:55.355672] [INFO ] [sig       ] [1011/3539] Forecasting DXCM...
[2025-12-30T20:20:55.355701] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-30T20:20:55.355731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-30T20:20:55.366866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-30T20:20:55.367146] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-30T20:20:55.367923] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-30T20:20:55.367974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:55.368006] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:55.368032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:55.368094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:55.423956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:55.424536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:55.424631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:55.424665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:55.542710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:55.542865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:55.542905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:55.542933] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:55.546246] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-30T20:20:55.546512] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-30T20:20:55.546649] [INFO ] [sig       ] DXCM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:55.685173] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DXCM.txt
[2025-12-30T20:20:55.685306] [INFO ] [sig       ] [1011/3539] Completed DXCM in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:55.685344] [INFO ] [sig       ] [1012/3539] Forecasting DXPE...
[2025-12-30T20:20:55.685378] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-30T20:20:55.685414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-30T20:20:55.696951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-30T20:20:55.697261] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-30T20:20:55.698035] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-30T20:20:55.698088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:55.698119] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:55.698146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:55.698203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:55.756597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:55.757334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:55.757416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:55.757449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:55.873459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:55.873625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:55.873666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:55.873695] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:55.876961] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-30T20:20:55.877234] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-30T20:20:55.877352] [INFO ] [sig       ] DXPE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:56.018255] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DXPE.txt
[2025-12-30T20:20:56.018407] [INFO ] [sig       ] [1012/3539] Completed DXPE in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:56.018447] [INFO ] [sig       ] [1013/3539] Forecasting DY...
[2025-12-30T20:20:56.018476] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-30T20:20:56.018506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-30T20:20:56.030176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-30T20:20:56.030555] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-30T20:20:56.031410] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-30T20:20:56.031464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:56.031524] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:56.031551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:56.031626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:56.091076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:56.092174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:56.092262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:56.092295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:56.214026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:56.214185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:56.214227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:56.214257] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:56.217668] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-30T20:20:56.217950] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-30T20:20:56.218078] [INFO ] [sig       ] DY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:56.363341] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DY.txt
[2025-12-30T20:20:56.363509] [INFO ] [sig       ] [1013/3539] Completed DY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:56.363549] [INFO ] [sig       ] [1014/3539] Forecasting DYN...
[2025-12-30T20:20:56.363597] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-30T20:20:56.363630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-30T20:20:56.375727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-30T20:20:56.376030] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-30T20:20:56.376854] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-30T20:20:56.376907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:56.376939] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:56.376964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:56.377021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:56.435928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:56.436711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:56.436802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:56.436836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:56.557111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:56.557274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:56.557315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:56.557343] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:56.560912] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-30T20:20:56.561181] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-30T20:20:56.561301] [INFO ] [sig       ] DYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:56.702262] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/DYN.txt
[2025-12-30T20:20:56.702399] [INFO ] [sig       ] [1014/3539] Completed DYN in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:56.702437] [INFO ] [sig       ] [1015/3539] Forecasting E...
[2025-12-30T20:20:56.702468] [INFO ] [sig       ] Generating forecast for: E
[2025-12-30T20:20:56.702498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-30T20:20:56.713901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-30T20:20:56.714184] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-30T20:20:56.714956] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-30T20:20:56.715008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:56.715039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:56.715065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:56.715123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:56.773246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:56.774325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:56.774412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:56.774446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:56.894716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:56.894875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:56.894918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:56.894947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:56.898368] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-30T20:20:56.898694] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-30T20:20:56.898851] [INFO ] [sig       ] E: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:57.039722] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/E.txt
[2025-12-30T20:20:57.040054] [INFO ] [sig       ] [1015/3539] Completed E in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:57.040092] [INFO ] [sig       ] [1016/3539] Forecasting EA...
[2025-12-30T20:20:57.040121] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-30T20:20:57.040150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-30T20:20:57.051994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-30T20:20:57.052363] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-30T20:20:57.053155] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-30T20:20:57.053207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:57.053237] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:57.053263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:57.053324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:57.113565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:57.114695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:57.114803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:57.114836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:57.246607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:57.246765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:57.246808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:57.246837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:57.250982] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-30T20:20:57.251263] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-30T20:20:57.251392] [INFO ] [sig       ] EA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:57.397922] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EA.txt
[2025-12-30T20:20:57.398061] [INFO ] [sig       ] [1016/3539] Completed EA in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:57.398100] [INFO ] [sig       ] [1017/3539] Forecasting EAF...
[2025-12-30T20:20:57.398130] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-30T20:20:57.398160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-30T20:20:57.408993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-30T20:20:57.409282] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-30T20:20:57.410086] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-30T20:20:57.410138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:57.410169] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:57.410195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:57.410251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:57.470100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:57.470876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:57.470960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:57.470993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:57.590829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:57.590981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:57.591036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:57.591065] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:57.594366] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-30T20:20:57.594652] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-30T20:20:57.594772] [INFO ] [sig       ] EAF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:57.738691] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EAF.txt
[2025-12-30T20:20:57.738869] [INFO ] [sig       ] [1017/3539] Completed EAF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:57.738911] [INFO ] [sig       ] [1018/3539] Forecasting EAI...
[2025-12-30T20:20:57.738941] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-30T20:20:57.738973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-30T20:20:57.750377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-30T20:20:57.750693] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-30T20:20:57.751503] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-30T20:20:57.751557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:57.751609] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:57.751639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:57.751703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:57.812307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:57.813163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:57.813266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:57.813308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:57.931490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:57.931663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:57.931706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:57.931735] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:57.935193] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-30T20:20:57.935506] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-30T20:20:57.935658] [INFO ] [sig       ] EAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:58.083315] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EAI.txt
[2025-12-30T20:20:58.083476] [INFO ] [sig       ] [1018/3539] Completed EAI in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:58.083516] [INFO ] [sig       ] [1019/3539] Forecasting EARN...
[2025-12-30T20:20:58.083548] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-30T20:20:58.083597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-30T20:20:58.094878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-30T20:20:58.095224] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-30T20:20:58.096056] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-30T20:20:58.096110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:58.096142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:58.096168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:58.096224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:58.155681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:58.156648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:58.156750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:58.156785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:58.282935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:58.283096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:58.283138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:58.283166] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:58.286621] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-30T20:20:58.286896] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-30T20:20:58.287022] [INFO ] [sig       ] EARN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:58.430251] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EARN.txt
[2025-12-30T20:20:58.430385] [INFO ] [sig       ] [1019/3539] Completed EARN in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:58.430425] [INFO ] [sig       ] [1020/3539] Forecasting EB...
[2025-12-30T20:20:58.430452] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-30T20:20:58.430482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-30T20:20:58.444259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-30T20:20:58.444601] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-30T20:20:58.445556] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-30T20:20:58.445632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:58.445664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:58.445692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:58.445751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:58.504688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:58.505769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:58.505854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:58.505885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:58.626460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:58.626643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:58.626687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:58.626714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:58.630545] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-30T20:20:58.630916] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-30T20:20:58.631065] [INFO ] [sig       ] EB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:58.770547] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EB.txt
[2025-12-30T20:20:58.770723] [INFO ] [sig       ] [1020/3539] Completed EB in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:58.770772] [INFO ] [sig       ] [1021/3539] Forecasting EBAY...
[2025-12-30T20:20:58.770806] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-30T20:20:58.770840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-30T20:20:58.782301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-30T20:20:58.782615] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-30T20:20:58.783383] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-30T20:20:58.783436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:58.783478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:58.783505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:58.783561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:58.840133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:58.841034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:58.841142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:58.841189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:58.962037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:58.962193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:58.962234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:58.962262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:58.965658] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-30T20:20:58.965929] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-30T20:20:58.966051] [INFO ] [sig       ] EBAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:20:59.106766] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EBAY.txt
[2025-12-30T20:20:59.106930] [INFO ] [sig       ] [1021/3539] Completed EBAY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:59.106970] [INFO ] [sig       ] [1022/3539] Forecasting EBC...
[2025-12-30T20:20:59.106998] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-30T20:20:59.107028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-30T20:20:59.118814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-30T20:20:59.119130] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-30T20:20:59.119964] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-30T20:20:59.120017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:59.120048] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:59.120075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:59.120141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:59.185139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:59.186238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:59.186348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:59.186396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:59.313000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:59.313161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:59.313203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:59.313230] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:59.316616] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-30T20:20:59.316890] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-30T20:20:59.317013] [INFO ] [sig       ] EBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:59.455949] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EBC.txt
[2025-12-30T20:20:59.456097] [INFO ] [sig       ] [1022/3539] Completed EBC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:59.456138] [INFO ] [sig       ] [1023/3539] Forecasting EBF...
[2025-12-30T20:20:59.456167] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-30T20:20:59.456197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-30T20:20:59.468343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-30T20:20:59.468759] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-30T20:20:59.469596] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-30T20:20:59.469651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:59.469683] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:59.469711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:59.469775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:59.528880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:59.529845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:59.529990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:59.530042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:59.653444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:59.653614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:59.653658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:59.653686] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:59.657057] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-30T20:20:59.657331] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-30T20:20:59.657453] [INFO ] [sig       ] EBF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:20:59.797184] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EBF.txt
[2025-12-30T20:20:59.797332] [INFO ] [sig       ] [1023/3539] Completed EBF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:20:59.797372] [INFO ] [sig       ] [1024/3539] Forecasting EBON...
[2025-12-30T20:20:59.797401] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-30T20:20:59.797431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-30T20:20:59.809560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-30T20:20:59.809894] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-30T20:20:59.810678] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-30T20:20:59.810735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:20:59.810772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:20:59.810804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:20:59.810869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:20:59.870713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:20:59.871635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:20:59.871720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:20:59.871753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:20:59.975456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:20:59.975635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:20:59.975679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:20:59.975707] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:20:59.979444] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-30T20:20:59.979789] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-30T20:20:59.979929] [INFO ] [sig       ] EBON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:00.140956] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EBON.txt
[2025-12-30T20:21:00.141124] [INFO ] [sig       ] [1024/3539] Completed EBON in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:21:00.141166] [INFO ] [sig       ] [1025/3539] Forecasting EBS...
[2025-12-30T20:21:00.141203] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-30T20:21:00.141235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-30T20:21:00.153240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-30T20:21:00.153565] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-30T20:21:00.154406] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-30T20:21:00.154460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:00.154493] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:00.154520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:00.154595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:00.214132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:00.215051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:00.215140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:00.215173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:00.343975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:00.344168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:00.344210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:00.344248] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:00.347757] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-30T20:21:00.348050] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-30T20:21:00.348182] [INFO ] [sig       ] EBS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:00.494376] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EBS.txt
[2025-12-30T20:21:00.494535] [INFO ] [sig       ] [1025/3539] Completed EBS in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-30T20:21:00.494597] [INFO ] [sig       ] [1026/3539] Forecasting EC...
[2025-12-30T20:21:00.494628] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-30T20:21:00.494660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-30T20:21:00.510389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-30T20:21:00.510915] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-30T20:21:00.511777] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-30T20:21:00.511829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:00.511861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:00.511887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:00.511945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:00.570989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:00.571917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:00.572012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:00.572044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:00.697615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:00.697778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:00.697819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:00.697848] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:00.701407] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-30T20:21:00.701761] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-30T20:21:00.701896] [INFO ] [sig       ] EC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:00.847394] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EC.txt
[2025-12-30T20:21:00.847644] [INFO ] [sig       ] [1026/3539] Completed EC in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-30T20:21:00.847693] [INFO ] [sig       ] [1027/3539] Forecasting ECC...
[2025-12-30T20:21:00.847722] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-30T20:21:00.847753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-30T20:21:00.861665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-30T20:21:00.862070] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-30T20:21:00.862882] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-30T20:21:00.862933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:00.862966] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:00.862992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:00.863049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:00.930164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:00.931198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:00.931295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:00.931333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:01.055627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:01.055791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:01.055834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:01.055863] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:01.059273] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-30T20:21:01.059568] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-30T20:21:01.059719] [INFO ] [sig       ] ECC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:01.211069] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ECC.txt
[2025-12-30T20:21:01.211235] [INFO ] [sig       ] [1027/3539] Completed ECC in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-30T20:21:01.211275] [INFO ] [sig       ] [1028/3539] Forecasting ECL...
[2025-12-30T20:21:01.211306] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-30T20:21:01.211339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-30T20:21:01.223130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-30T20:21:01.223485] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-30T20:21:01.224288] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-30T20:21:01.224341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:01.224372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:01.224398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:01.224457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:01.281503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:01.282332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:01.282415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:01.282447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:01.401259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:01.401382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:01.401422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:01.401461] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:01.404798] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-30T20:21:01.405068] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-30T20:21:01.405190] [INFO ] [sig       ] ECL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:01.551395] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ECL.txt
[2025-12-30T20:21:01.551550] [INFO ] [sig       ] [1028/3539] Completed ECL in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:01.551641] [INFO ] [sig       ] [1029/3539] Forecasting ECPG...
[2025-12-30T20:21:01.551675] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-30T20:21:01.551704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-30T20:21:01.564229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-30T20:21:01.564535] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-30T20:21:01.565347] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-30T20:21:01.565400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:01.565432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:01.565459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:01.565516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:01.625611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:01.626318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:01.626403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:01.626436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:01.749194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:01.749357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:01.749400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:01.749429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:01.752952] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-30T20:21:01.753293] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-30T20:21:01.753436] [INFO ] [sig       ] ECPG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:01.898266] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ECPG.txt
[2025-12-30T20:21:01.898425] [INFO ] [sig       ] [1029/3539] Completed ECPG in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:01.898465] [INFO ] [sig       ] [1030/3539] Forecasting ECX...
[2025-12-30T20:21:01.898496] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-30T20:21:01.898526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-30T20:21:01.910444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-30T20:21:01.910919] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-30T20:21:01.911875] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-30T20:21:01.911936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:01.912003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:01.912035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:01.912108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:01.971903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:01.972766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:01.972855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:01.972887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:02.095066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:02.095233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:02.095274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:02.095303] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:02.098945] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-30T20:21:02.099266] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-30T20:21:02.099397] [INFO ] [sig       ] ECX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:02.245319] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ECX.txt
[2025-12-30T20:21:02.245482] [INFO ] [sig       ] [1030/3539] Completed ECX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:02.245521] [INFO ] [sig       ] [1031/3539] Forecasting ED...
[2025-12-30T20:21:02.245550] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-30T20:21:02.245605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-30T20:21:02.257794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-30T20:21:02.258322] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-30T20:21:02.259125] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-30T20:21:02.259177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:02.259208] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:02.259234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:02.259292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:02.316320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:02.317169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:02.317256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:02.317288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:02.436450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:02.436627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:02.436671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:02.436699] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:02.440038] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=28.13%)
[2025-12-30T20:21:02.440311] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-30T20:21:02.440435] [INFO ] [sig       ] ED: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:02.586149] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ED.txt
[2025-12-30T20:21:02.586323] [INFO ] [sig       ] [1031/3539] Completed ED in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:02.586365] [INFO ] [sig       ] [1032/3539] Forecasting EDAP...
[2025-12-30T20:21:02.586396] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-30T20:21:02.586427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-30T20:21:02.600505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-30T20:21:02.601093] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-30T20:21:02.602118] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-30T20:21:02.602171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:02.602204] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:02.602243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:02.602314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:02.659494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:02.660222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:02.660328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:02.660362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:02.782064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:02.782219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:02.782261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:02.782288] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:02.785735] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-30T20:21:02.786021] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-30T20:21:02.786151] [INFO ] [sig       ] EDAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:02.933484] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EDAP.txt
[2025-12-30T20:21:02.933652] [INFO ] [sig       ] [1032/3539] Completed EDAP in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:02.933696] [INFO ] [sig       ] [1033/3539] Forecasting EDD...
[2025-12-30T20:21:02.933729] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-30T20:21:02.933763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-30T20:21:02.946085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-30T20:21:02.946420] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-30T20:21:02.947261] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-30T20:21:02.947318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:02.947350] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:02.947377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:02.947435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:03.011110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:03.012392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:03.012481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:03.012515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:03.144924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:03.145091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:03.145135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:03.145200] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:03.148697] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-30T20:21:03.149022] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-30T20:21:03.149156] [INFO ] [sig       ] EDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:03.295428] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EDD.txt
[2025-12-30T20:21:03.295608] [INFO ] [sig       ] [1033/3539] Completed EDD in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:03.295674] [INFO ] [sig       ] [1034/3539] Forecasting EDF...
[2025-12-30T20:21:03.295705] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-30T20:21:03.295736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-30T20:21:03.306831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-30T20:21:03.307139] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-30T20:21:03.307916] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-30T20:21:03.307979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:03.308011] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:03.308038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:03.308096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:03.371180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:03.372188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:03.372276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:03.372310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:03.497435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:03.497624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:03.497673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:03.497703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:03.501346] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-30T20:21:03.501661] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-30T20:21:03.501812] [INFO ] [sig       ] EDF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:03.652272] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EDF.txt
[2025-12-30T20:21:03.652430] [INFO ] [sig       ] [1034/3539] Completed EDF in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:03.652472] [INFO ] [sig       ] [1035/3539] Forecasting EDN...
[2025-12-30T20:21:03.652502] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-30T20:21:03.652535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-30T20:21:03.665521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-30T20:21:03.665983] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-30T20:21:03.666861] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-30T20:21:03.666929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:03.666964] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:03.666992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:03.667054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:03.729398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:03.730335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:03.730432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:03.730468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:03.855943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:03.856112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:03.856156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:03.856187] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:03.860025] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-30T20:21:03.860375] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-30T20:21:03.860519] [INFO ] [sig       ] EDN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:04.014781] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EDN.txt
[2025-12-30T20:21:04.014934] [INFO ] [sig       ] [1035/3539] Completed EDN in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:04.014974] [INFO ] [sig       ] [1036/3539] Forecasting EE...
[2025-12-30T20:21:04.015003] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-30T20:21:04.015035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-30T20:21:04.027337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-30T20:21:04.027724] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-30T20:21:04.028526] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-30T20:21:04.028611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:04.028652] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:04.028682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:04.028779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:04.092294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:04.093378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:04.093473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:04.093516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:04.218003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:04.218164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:04.218209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:04.218241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:04.221794] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-30T20:21:04.222114] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-30T20:21:04.222254] [INFO ] [sig       ] EE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:04.374781] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EE.txt
[2025-12-30T20:21:04.374947] [INFO ] [sig       ] [1036/3539] Completed EE in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:04.374990] [INFO ] [sig       ] [1037/3539] Forecasting EEMA...
[2025-12-30T20:21:04.375022] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-30T20:21:04.375054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-30T20:21:04.386894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-30T20:21:04.387313] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-30T20:21:04.388166] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-30T20:21:04.388221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:04.388255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:04.388284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:04.388345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:04.453106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:04.454070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:04.454173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:04.454209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:04.579461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:04.579656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:04.579700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:04.579729] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:04.583258] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2025-12-30T20:21:04.583623] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-30T20:21:04.583759] [INFO ] [sig       ] EEMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:04.727653] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EEMA.txt
[2025-12-30T20:21:04.727808] [INFO ] [sig       ] [1037/3539] Completed EEMA in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:04.727853] [INFO ] [sig       ] [1038/3539] Forecasting EEX...
[2025-12-30T20:21:04.727886] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-30T20:21:04.727916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-30T20:21:04.739964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-30T20:21:04.740351] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-30T20:21:04.741168] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-30T20:21:04.741222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:04.741255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:04.741282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:04.741341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:04.801822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:04.802905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:04.802996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:04.803029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:04.922025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:04.922189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:04.922231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:04.922259] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:04.925644] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-30T20:21:04.925934] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-30T20:21:04.926058] [INFO ] [sig       ] EEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:05.069263] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EEX.txt
[2025-12-30T20:21:05.069421] [INFO ] [sig       ] [1038/3539] Completed EEX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:05.069462] [INFO ] [sig       ] [1039/3539] Forecasting EFC...
[2025-12-30T20:21:05.069492] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-30T20:21:05.069523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-30T20:21:05.082016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-30T20:21:05.082363] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-30T20:21:05.083171] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-30T20:21:05.083224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:05.083255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:05.083281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:05.083339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:05.142874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:05.143759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:05.143849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:05.143884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:05.260453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:05.260632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:05.260675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:05.260703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:05.264143] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-12-30T20:21:05.264428] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-30T20:21:05.264619] [INFO ] [sig       ] EFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:05.405706] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EFC.txt
[2025-12-30T20:21:05.405878] [INFO ] [sig       ] [1039/3539] Completed EFC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:05.405919] [INFO ] [sig       ] [1040/3539] Forecasting EFSC...
[2025-12-30T20:21:05.405947] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-30T20:21:05.405978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-30T20:21:05.417726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-30T20:21:05.418070] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-30T20:21:05.418865] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-30T20:21:05.418918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:05.418948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:05.418975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:05.419031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:05.483775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:05.484743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:05.484869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:05.484919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:05.619667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:05.619838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:05.619881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:05.619912] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:05.623450] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-30T20:21:05.623800] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-30T20:21:05.623952] [INFO ] [sig       ] EFSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:05.768444] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EFSC.txt
[2025-12-30T20:21:05.768631] [INFO ] [sig       ] [1040/3539] Completed EFSC in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:05.768677] [INFO ] [sig       ] [1041/3539] Forecasting EFX...
[2025-12-30T20:21:05.768707] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-30T20:21:05.768758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-30T20:21:05.781295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-30T20:21:05.781757] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-30T20:21:05.782760] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-30T20:21:05.782819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:05.782853] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:05.782880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:05.782938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:05.842620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:05.843494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:05.843605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:05.843642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:05.968512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:05.968743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:05.968808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:05.968840] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:05.972377] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-30T20:21:05.972718] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-30T20:21:05.972865] [INFO ] [sig       ] EFX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:06.117605] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EFX.txt
[2025-12-30T20:21:06.117755] [INFO ] [sig       ] [1041/3539] Completed EFX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:06.117794] [INFO ] [sig       ] [1042/3539] Forecasting EG...
[2025-12-30T20:21:06.117825] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-30T20:21:06.117856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-30T20:21:06.129708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-30T20:21:06.130040] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-30T20:21:06.130820] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-30T20:21:06.130872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:06.130903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:06.130929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:06.130987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:06.191331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:06.192147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:06.192234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:06.192268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:06.320597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:06.320761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:06.320823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:06.320869] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:06.324677] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-30T20:21:06.324983] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-30T20:21:06.325142] [INFO ] [sig       ] EG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:06.479317] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EG.txt
[2025-12-30T20:21:06.479466] [INFO ] [sig       ] [1042/3539] Completed EG in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:06.479507] [INFO ] [sig       ] [1043/3539] Forecasting EGAN...
[2025-12-30T20:21:06.479541] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-30T20:21:06.479630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-30T20:21:06.492048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-30T20:21:06.492383] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-30T20:21:06.493223] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-30T20:21:06.493282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:06.493322] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:06.493360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:06.493421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:06.553735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:06.554616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:06.554720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:06.554754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:06.690685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:06.690844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:06.690892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:06.690928] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:06.694888] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-30T20:21:06.695227] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-30T20:21:06.695546] [INFO ] [sig       ] EGAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:06.846192] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EGAN.txt
[2025-12-30T20:21:06.846362] [INFO ] [sig       ] [1043/3539] Completed EGAN in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-30T20:21:06.846404] [INFO ] [sig       ] [1044/3539] Forecasting EGBN...
[2025-12-30T20:21:06.846437] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-30T20:21:06.846468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-30T20:21:06.858754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-30T20:21:06.859080] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-30T20:21:06.859959] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-30T20:21:06.860024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:06.860062] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:06.860091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:06.860150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:06.922013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:06.922848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:06.922938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:06.922973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:07.060620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:07.060783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:07.060824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:07.060853] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:07.064958] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-30T20:21:07.065249] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-30T20:21:07.065386] [INFO ] [sig       ] EGBN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:07.237009] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EGBN.txt
[2025-12-30T20:21:07.237183] [INFO ] [sig       ] [1044/3539] Completed EGBN in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-30T20:21:07.237233] [INFO ] [sig       ] [1045/3539] Forecasting EGP...
[2025-12-30T20:21:07.237265] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-30T20:21:07.237296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-30T20:21:07.249472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-30T20:21:07.249857] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-30T20:21:07.250738] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-30T20:21:07.250803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:07.250861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:07.250917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:07.251001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:07.313526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:07.314411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:07.314539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:07.314592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:07.434650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:07.434810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:07.434853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:07.434881] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:07.438182] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-30T20:21:07.438454] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-30T20:21:07.438597] [INFO ] [sig       ] EGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:07.577661] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EGP.txt
[2025-12-30T20:21:07.577814] [INFO ] [sig       ] [1045/3539] Completed EGP in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:07.577855] [INFO ] [sig       ] [1046/3539] Forecasting EGY...
[2025-12-30T20:21:07.577884] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-30T20:21:07.577915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-30T20:21:07.607420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-30T20:21:07.607741] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-30T20:21:07.608513] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-30T20:21:07.608566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:07.608625] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:07.608652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:07.608711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:07.665556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:07.666395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:07.666484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:07.666519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:07.787507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:07.787690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:07.787926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:07.787957] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:07.791775] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-30T20:21:07.792058] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-30T20:21:07.792185] [INFO ] [sig       ] EGY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:07.935505] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EGY.txt
[2025-12-30T20:21:07.935673] [INFO ] [sig       ] [1046/3539] Completed EGY in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:07.935714] [INFO ] [sig       ] [1047/3539] Forecasting EH...
[2025-12-30T20:21:07.935745] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-30T20:21:07.935775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-30T20:21:07.948991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-30T20:21:07.949461] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-30T20:21:07.950252] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-30T20:21:07.950305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:07.950360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:07.950389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:07.950446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:08.009111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:08.009878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:08.009976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:08.010016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:08.130683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:08.130838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:08.130887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:08.130922] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:08.134248] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-30T20:21:08.134517] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-30T20:21:08.134656] [INFO ] [sig       ] EH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:08.336168] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EH.txt
[2025-12-30T20:21:08.336317] [INFO ] [sig       ] [1047/3539] Completed EH in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:08.336358] [INFO ] [sig       ] [1048/3539] Forecasting EHAB...
[2025-12-30T20:21:08.336388] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-30T20:21:08.336419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-30T20:21:08.348704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-30T20:21:08.349033] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-30T20:21:08.349830] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-30T20:21:08.349883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:08.349915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:08.349941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:08.349999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:08.406971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:08.407619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:08.407698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:08.407731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:08.531554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:08.531736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:08.531777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:08.531805] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:08.535132] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-12-30T20:21:08.535400] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-30T20:21:08.535523] [INFO ] [sig       ] EHAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:08.678863] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EHAB.txt
[2025-12-30T20:21:08.678994] [INFO ] [sig       ] [1048/3539] Completed EHAB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:08.679033] [INFO ] [sig       ] [1049/3539] Forecasting EHC...
[2025-12-30T20:21:08.679062] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-30T20:21:08.679303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-30T20:21:08.692929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-30T20:21:08.693395] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-30T20:21:08.694206] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-30T20:21:08.694259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:08.694290] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:08.694316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:08.694372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:08.753680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:08.754322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:08.754401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:08.754433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:08.873261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:08.873416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:08.873457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:08.873485] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:08.876798] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2025-12-30T20:21:08.877069] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-30T20:21:08.877191] [INFO ] [sig       ] EHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:09.019743] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EHC.txt
[2025-12-30T20:21:09.019881] [INFO ] [sig       ] [1049/3539] Completed EHC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:09.019921] [INFO ] [sig       ] [1050/3539] Forecasting EHI...
[2025-12-30T20:21:09.019953] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-30T20:21:09.019985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-30T20:21:09.031260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-30T20:21:09.031542] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-30T20:21:09.032316] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-30T20:21:09.032368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:09.032399] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:09.032425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:09.032482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:09.090016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:09.090641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:09.090721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:09.090753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:09.206876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:09.207030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:09.207070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:09.207131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:09.210904] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-30T20:21:09.211176] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-30T20:21:09.211299] [INFO ] [sig       ] EHI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:09.354206] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EHI.txt
[2025-12-30T20:21:09.354346] [INFO ] [sig       ] [1050/3539] Completed EHI in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:09.354385] [INFO ] [sig       ] [1051/3539] Forecasting EHTH...
[2025-12-30T20:21:09.354414] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-30T20:21:09.354444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-30T20:21:09.365832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-30T20:21:09.366107] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-30T20:21:09.366877] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-30T20:21:09.366930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:09.366960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:09.366987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:09.367044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:09.428864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:09.429537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:09.429640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:09.429676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:09.549786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:09.549937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:09.549984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:09.550012] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:09.553449] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-30T20:21:09.553737] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-30T20:21:09.553861] [INFO ] [sig       ] EHTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:09.693776] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EHTH.txt
[2025-12-30T20:21:09.693911] [INFO ] [sig       ] [1051/3539] Completed EHTH in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:09.693951] [INFO ] [sig       ] [1052/3539] Forecasting EIC...
[2025-12-30T20:21:09.693980] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-30T20:21:09.694010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-30T20:21:09.705735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-30T20:21:09.706031] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-30T20:21:09.706836] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-30T20:21:09.706888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:09.706920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:09.706947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:09.707005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:09.767963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:09.768879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:09.768970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:09.769003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:09.884865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:09.885021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:09.885062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:09.885091] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:09.888425] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-12-30T20:21:09.888753] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-30T20:21:09.888902] [INFO ] [sig       ] EIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:10.038509] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EIC.txt
[2025-12-30T20:21:10.038654] [INFO ] [sig       ] [1052/3539] Completed EIC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:10.038695] [INFO ] [sig       ] [1053/3539] Forecasting EIG...
[2025-12-30T20:21:10.038739] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-30T20:21:10.038771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-30T20:21:10.050252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-30T20:21:10.050516] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-30T20:21:10.051463] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-30T20:21:10.051515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:10.051546] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:10.051590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:10.051650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:10.121005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:10.122137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:10.122247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:10.122304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:10.247532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:10.247702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:10.247743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:10.247771] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:10.251113] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-30T20:21:10.251383] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-30T20:21:10.251501] [INFO ] [sig       ] EIG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:10.396530] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EIG.txt
[2025-12-30T20:21:10.396711] [INFO ] [sig       ] [1053/3539] Completed EIG in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:10.396761] [INFO ] [sig       ] [1054/3539] Forecasting EIX...
[2025-12-30T20:21:10.396790] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-30T20:21:10.396821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-30T20:21:10.408384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-30T20:21:10.408846] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-30T20:21:10.409712] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-30T20:21:10.409767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:10.409800] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:10.409828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:10.409887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:10.469850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:10.470747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:10.470839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:10.470872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:10.592390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:10.592541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:10.592599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:10.592632] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:10.596365] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-30T20:21:10.596659] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-30T20:21:10.596783] [INFO ] [sig       ] EIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:10.745016] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EIX.txt
[2025-12-30T20:21:10.745344] [INFO ] [sig       ] [1054/3539] Completed EIX in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:10.745383] [INFO ] [sig       ] [1055/3539] Forecasting EL...
[2025-12-30T20:21:10.745412] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-30T20:21:10.745442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-30T20:21:10.756409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-30T20:21:10.756705] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-30T20:21:10.757486] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-30T20:21:10.757539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:10.757570] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:10.757621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:10.757679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:10.816706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:10.817564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:10.817674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:10.817707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:10.956734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:10.956892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:10.956934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:10.956969] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:10.960467] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=45.27%)
[2025-12-30T20:21:10.960762] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-30T20:21:10.960887] [INFO ] [sig       ] EL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:11.104056] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EL.txt
[2025-12-30T20:21:11.104199] [INFO ] [sig       ] [1055/3539] Completed EL in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:11.104239] [INFO ] [sig       ] [1056/3539] Forecasting ELAB...
[2025-12-30T20:21:11.104268] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-30T20:21:11.104298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-30T20:21:11.115644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-30T20:21:11.115928] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-30T20:21:11.116697] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-30T20:21:11.116748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:11.116779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:11.116806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:11.116863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:11.174268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:11.174989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:11.175075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:11.175107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:11.295130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:11.295492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:11.295534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:11.295561] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:11.299488] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-30T20:21:11.299865] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-30T20:21:11.300019] [INFO ] [sig       ] ELAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:11.449021] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELAB.txt
[2025-12-30T20:21:11.449169] [INFO ] [sig       ] [1056/3539] Completed ELAB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:11.449211] [INFO ] [sig       ] [1057/3539] Forecasting ELAN...
[2025-12-30T20:21:11.449240] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-30T20:21:11.449270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-30T20:21:11.460768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-30T20:21:11.461070] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-30T20:21:11.462048] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-30T20:21:11.462100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:11.462131] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:11.462157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:11.462213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:11.519326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:11.520228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:11.520350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:11.520383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:11.646126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:11.646277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:11.646321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:11.646350] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:11.649858] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-30T20:21:11.650125] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-30T20:21:11.650244] [INFO ] [sig       ] ELAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:11.792512] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ELAN.txt
[2025-12-30T20:21:11.792688] [INFO ] [sig       ] [1057/3539] Completed ELAN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:11.792730] [INFO ] [sig       ] [1058/3539] Forecasting ELC...
[2025-12-30T20:21:11.792761] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-30T20:21:11.792792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-30T20:21:11.803652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-30T20:21:11.803998] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-30T20:21:11.804771] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-30T20:21:11.804834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:11.804867] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:11.804894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:11.804951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:11.860764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:11.861661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:11.861747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:11.861778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:11.985645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:11.985794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:11.985838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:11.985868] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:11.989275] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-12-30T20:21:11.989598] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-30T20:21:11.989736] [INFO ] [sig       ] ELC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:12.136500] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELC.txt
[2025-12-30T20:21:12.136690] [INFO ] [sig       ] [1058/3539] Completed ELC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:12.136745] [INFO ] [sig       ] [1059/3539] Forecasting ELDN...
[2025-12-30T20:21:12.136776] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-30T20:21:12.136808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-30T20:21:12.148457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-30T20:21:12.148894] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-30T20:21:12.149720] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-30T20:21:12.149775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:12.149808] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:12.149836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:12.149896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:12.208169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:12.209058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:12.209147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:12.209179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:12.333357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:12.333534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:12.333611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:12.333652] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:12.337426] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-30T20:21:12.337811] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-30T20:21:12.337987] [INFO ] [sig       ] ELDN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:12.493961] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ELDN.txt
[2025-12-30T20:21:12.494116] [INFO ] [sig       ] [1059/3539] Completed ELDN in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:12.494157] [INFO ] [sig       ] [1060/3539] Forecasting ELF...
[2025-12-30T20:21:12.494189] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-30T20:21:12.494222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-30T20:21:12.510240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-30T20:21:12.510613] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-30T20:21:12.511392] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-30T20:21:12.511443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:12.511474] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:12.511500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:12.511556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:12.567957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:12.568866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:12.568959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:12.568991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:12.706050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:12.706212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:12.706257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:12.706286] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:12.710761] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-30T20:21:12.711126] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-30T20:21:12.711302] [INFO ] [sig       ] ELF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:12.875258] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ELF.txt
[2025-12-30T20:21:12.875448] [INFO ] [sig       ] [1060/3539] Completed ELF in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:12.875493] [INFO ] [sig       ] [1061/3539] Forecasting ELME...
[2025-12-30T20:21:12.875525] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-30T20:21:12.875558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-30T20:21:12.890636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-30T20:21:12.890994] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-30T20:21:12.891838] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-30T20:21:12.891894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:12.891928] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:12.891957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:12.892020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:12.954915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:12.955819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:12.955905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:12.955940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:13.078666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:13.078807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:13.078847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:13.078876] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:13.082352] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-30T20:21:13.082642] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-30T20:21:13.082767] [INFO ] [sig       ] ELME: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:13.228342] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELME.txt
[2025-12-30T20:21:13.228476] [INFO ] [sig       ] [1061/3539] Completed ELME in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-30T20:21:13.228521] [INFO ] [sig       ] [1062/3539] Forecasting ELS...
[2025-12-30T20:21:13.228552] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-30T20:21:13.228604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-30T20:21:13.240268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-30T20:21:13.240632] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-30T20:21:13.241411] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-30T20:21:13.241464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:13.241494] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:13.241521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:13.241597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:13.301194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:13.301985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:13.302070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:13.302105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:13.418787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:13.418953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:13.419017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:13.419048] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:13.422453] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-30T20:21:13.422750] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-30T20:21:13.422877] [INFO ] [sig       ] ELS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:13.571544] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELS.txt
[2025-12-30T20:21:13.571717] [INFO ] [sig       ] [1062/3539] Completed ELS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:13.571759] [INFO ] [sig       ] [1063/3539] Forecasting ELTX...
[2025-12-30T20:21:13.571788] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-30T20:21:13.571819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-30T20:21:13.584313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-30T20:21:13.584658] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-30T20:21:13.585715] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-30T20:21:13.585769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:13.585802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:13.585830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:13.585888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:13.646067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:13.647046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:13.647129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:13.647162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:13.765690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:13.765838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:13.765878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:13.765907] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:13.769296] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-30T20:21:13.769594] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-30T20:21:13.769738] [INFO ] [sig       ] ELTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:13.911734] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELTX.txt
[2025-12-30T20:21:13.911888] [INFO ] [sig       ] [1063/3539] Completed ELTX in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:13.911928] [INFO ] [sig       ] [1064/3539] Forecasting ELVA...
[2025-12-30T20:21:13.911958] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-30T20:21:13.911989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-30T20:21:13.922946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-30T20:21:13.923361] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-30T20:21:13.924290] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-30T20:21:13.924349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:13.924412] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:13.924444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:13.924520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:13.984907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:13.985730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:13.985815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:13.985851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:14.103012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:14.103167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:14.103211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:14.103240] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:14.106697] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-30T20:21:14.106975] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-30T20:21:14.107108] [INFO ] [sig       ] ELVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:14.257842] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ELVA.txt
[2025-12-30T20:21:14.257987] [INFO ] [sig       ] [1064/3539] Completed ELVA in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:14.258029] [INFO ] [sig       ] [1065/3539] Forecasting ELVN...
[2025-12-30T20:21:14.258058] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-30T20:21:14.258087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-30T20:21:14.269818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-30T20:21:14.270101] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-30T20:21:14.270941] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-30T20:21:14.270995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:14.271029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:14.271057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:14.271116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:14.335483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:14.336483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:14.336569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:14.336619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:14.455622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:14.455775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:14.455834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:14.455867] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:14.459511] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-30T20:21:14.459809] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-30T20:21:14.459939] [INFO ] [sig       ] ELVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:14.608510] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ELVN.txt
[2025-12-30T20:21:14.608662] [INFO ] [sig       ] [1065/3539] Completed ELVN in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:14.608704] [INFO ] [sig       ] [1066/3539] Forecasting ELWS...
[2025-12-30T20:21:14.608762] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-30T20:21:14.608806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-30T20:21:14.619530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-30T20:21:14.619841] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-30T20:21:14.620681] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-30T20:21:14.620736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:14.620770] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:14.620798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:14.620857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:14.682517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:14.683241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:14.683324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:14.683358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:14.801014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:14.801166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:14.801207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:14.801235] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:14.804723] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=63.64%)
[2025-12-30T20:21:14.804990] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-30T20:21:14.805109] [INFO ] [sig       ] ELWS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:14.946567] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ELWS.txt
[2025-12-30T20:21:14.946743] [INFO ] [sig       ] [1066/3539] Completed ELWS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:14.946785] [INFO ] [sig       ] [1067/3539] Forecasting EM...
[2025-12-30T20:21:14.946814] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-30T20:21:14.946846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-30T20:21:14.959016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-30T20:21:14.959459] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-30T20:21:14.960341] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-30T20:21:14.960396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:14.960428] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:14.960455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:14.960511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:15.023058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:15.023938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:15.024041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:15.024077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:15.143977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:15.144127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:15.144168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:15.144227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:15.147588] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=47.97%)
[2025-12-30T20:21:15.147864] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-30T20:21:15.147987] [INFO ] [sig       ] EM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:15.289495] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EM.txt
[2025-12-30T20:21:15.289668] [INFO ] [sig       ] [1067/3539] Completed EM in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:15.289713] [INFO ] [sig       ] [1068/3539] Forecasting EMB...
[2025-12-30T20:21:15.289743] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-30T20:21:15.289775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-30T20:21:15.300898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-30T20:21:15.301210] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-30T20:21:15.301991] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-30T20:21:15.302043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:15.302074] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:15.302100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:15.302157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:15.363378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:15.364151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:15.364234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:15.364269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:15.488089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:15.488240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:15.488280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:15.488308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:15.491720] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-30T20:21:15.491999] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-30T20:21:15.492128] [INFO ] [sig       ] EMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:15.644035] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EMB.txt
[2025-12-30T20:21:15.644168] [INFO ] [sig       ] [1068/3539] Completed EMB in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:15.644207] [INFO ] [sig       ] [1069/3539] Forecasting EMBC...
[2025-12-30T20:21:15.644236] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-30T20:21:15.644266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-30T20:21:15.656174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-30T20:21:15.656462] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-30T20:21:15.657229] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-30T20:21:15.657281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:15.657323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:15.657351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:15.657410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:15.719862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:15.720740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:15.720828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:15.720862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:15.842227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:15.842375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:15.842419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:15.842449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:15.845873] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-30T20:21:15.846151] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-30T20:21:15.846277] [INFO ] [sig       ] EMBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:15.999058] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EMBC.txt
[2025-12-30T20:21:15.999213] [INFO ] [sig       ] [1069/3539] Completed EMBC in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:15.999257] [INFO ] [sig       ] [1070/3539] Forecasting EMD...
[2025-12-30T20:21:15.999289] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-30T20:21:15.999324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-30T20:21:16.010792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-30T20:21:16.011123] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-30T20:21:16.011929] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-30T20:21:16.011983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:16.012017] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:16.012045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:16.012105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:16.070845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:16.071721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:16.071807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:16.071840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:16.205231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:16.205616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:16.205668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:16.205699] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:16.209889] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-12-30T20:21:16.210178] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-30T20:21:16.210515] [INFO ] [sig       ] EMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:16.366255] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EMD.txt
[2025-12-30T20:21:16.366418] [INFO ] [sig       ] [1070/3539] Completed EMD in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:16.366458] [INFO ] [sig       ] [1071/3539] Forecasting EMF...
[2025-12-30T20:21:16.366488] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-30T20:21:16.366518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-30T20:21:16.378205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-30T20:21:16.378633] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-30T20:21:16.379471] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-30T20:21:16.379526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:16.379557] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:16.379604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:16.379676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:16.440963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:16.441815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:16.441900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:16.441933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:16.556986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:16.557141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:16.557184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:16.557213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:16.560776] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-30T20:21:16.561052] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-30T20:21:16.561175] [INFO ] [sig       ] EMF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:16.705079] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EMF.txt
[2025-12-30T20:21:16.705239] [INFO ] [sig       ] [1071/3539] Completed EMF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:16.705282] [INFO ] [sig       ] [1072/3539] Forecasting EMN...
[2025-12-30T20:21:16.705312] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-30T20:21:16.705343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-30T20:21:16.716426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-30T20:21:16.716736] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-30T20:21:16.717498] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-30T20:21:16.717550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:16.717599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:16.717629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:16.717686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:16.778307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:16.779193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:16.779279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:16.779312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:16.900716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:16.900873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:16.900915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:16.900945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:16.904371] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-30T20:21:16.904659] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-30T20:21:16.904785] [INFO ] [sig       ] EMN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:17.051004] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EMN.txt
[2025-12-30T20:21:17.051149] [INFO ] [sig       ] [1072/3539] Completed EMN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:17.051187] [INFO ] [sig       ] [1073/3539] Forecasting EMO...
[2025-12-30T20:21:17.051223] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-30T20:21:17.051448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-30T20:21:17.063706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-30T20:21:17.063989] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-30T20:21:17.064757] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-30T20:21:17.064808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:17.064839] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:17.064865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:17.064922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:17.125090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:17.125918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:17.126003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:17.126035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:17.243133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:17.243288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:17.243328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:17.243356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:17.246803] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-30T20:21:17.247101] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-30T20:21:17.247419] [INFO ] [sig       ] EMO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:17.395821] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EMO.txt
[2025-12-30T20:21:17.395971] [INFO ] [sig       ] [1073/3539] Completed EMO in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:17.396011] [INFO ] [sig       ] [1074/3539] Forecasting EMXC...
[2025-12-30T20:21:17.396040] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-30T20:21:17.396070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-30T20:21:17.409099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-30T20:21:17.409697] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-30T20:21:17.410785] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-30T20:21:17.410843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:17.410878] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:17.410907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:17.410968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:17.474623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:17.475688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:17.475804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:17.475839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:17.601069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:17.601220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:17.601263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:17.601293] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:17.604814] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-30T20:21:17.605093] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-30T20:21:17.605217] [INFO ] [sig       ] EMXC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:17.756739] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EMXC.txt
[2025-12-30T20:21:17.756868] [INFO ] [sig       ] [1074/3539] Completed EMXC in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:17.756908] [INFO ] [sig       ] [1075/3539] Forecasting ENB...
[2025-12-30T20:21:17.756938] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-30T20:21:17.756968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-30T20:21:17.770024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-30T20:21:17.770382] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-30T20:21:17.771214] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-30T20:21:17.771269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:17.771301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:17.771329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:17.771387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:17.835127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:17.836207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:17.836293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:17.836328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:17.969243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:17.969410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:17.969461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:17.969492] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:17.973146] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-30T20:21:17.973463] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-30T20:21:17.973620] [INFO ] [sig       ] ENB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:18.132412] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENB.txt
[2025-12-30T20:21:18.132595] [INFO ] [sig       ] [1075/3539] Completed ENB in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:18.132640] [INFO ] [sig       ] [1076/3539] Forecasting ENGN...
[2025-12-30T20:21:18.132674] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-30T20:21:18.132704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-30T20:21:18.145965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-30T20:21:18.146345] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-30T20:21:18.147214] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-30T20:21:18.147269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:18.147300] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:18.147327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:18.147385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:18.206857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:18.207697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:18.207781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:18.207814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:18.329629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:18.329783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:18.329824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:18.329870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:18.333258] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-30T20:21:18.333533] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-30T20:21:18.333682] [INFO ] [sig       ] ENGN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:18.473557] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENGN.txt
[2025-12-30T20:21:18.473720] [INFO ] [sig       ] [1076/3539] Completed ENGN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:18.473759] [INFO ] [sig       ] [1077/3539] Forecasting ENIC...
[2025-12-30T20:21:18.473788] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-30T20:21:18.473818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-30T20:21:18.486475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-30T20:21:18.486845] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-30T20:21:18.487748] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-30T20:21:18.487803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:18.487834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:18.487861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:18.487918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:18.546755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:18.547478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:18.547568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:18.547624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:18.668694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:18.668871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:18.668913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:18.668944] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:18.672373] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-30T20:21:18.672675] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-30T20:21:18.672802] [INFO ] [sig       ] ENIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:18.813750] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ENIC.txt
[2025-12-30T20:21:18.813968] [INFO ] [sig       ] [1077/3539] Completed ENIC in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:18.814027] [INFO ] [sig       ] [1078/3539] Forecasting ENPH...
[2025-12-30T20:21:18.814070] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-30T20:21:18.814113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-30T20:21:18.826994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-30T20:21:18.827549] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-30T20:21:18.828372] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-30T20:21:18.828427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:18.828459] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:18.828486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:18.828544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:18.888495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:18.889356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:18.889439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:18.889489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:19.009916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:19.010068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:19.010110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:19.010138] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:19.013588] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-30T20:21:19.013879] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-30T20:21:19.014003] [INFO ] [sig       ] ENPH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:19.160289] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENPH.txt
[2025-12-30T20:21:19.160448] [INFO ] [sig       ] [1078/3539] Completed ENPH in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-30T20:21:19.160490] [INFO ] [sig       ] [1079/3539] Forecasting ENS...
[2025-12-30T20:21:19.160522] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-30T20:21:19.160553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-30T20:21:19.173077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-30T20:21:19.173616] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-30T20:21:19.174621] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-30T20:21:19.174677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:19.174710] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:19.174738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:19.174796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:19.232605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:19.233326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:19.233406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:19.233438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:19.346826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:19.346975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:19.347014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:19.347043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:19.350790] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-30T20:21:19.351056] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-30T20:21:19.351177] [INFO ] [sig       ] ENS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:19.494835] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ENS.txt
[2025-12-30T20:21:19.494986] [INFO ] [sig       ] [1079/3539] Completed ENS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:19.495027] [INFO ] [sig       ] [1080/3539] Forecasting ENSC...
[2025-12-30T20:21:19.495056] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-30T20:21:19.495086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-30T20:21:19.506492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-30T20:21:19.506829] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-30T20:21:19.507653] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-30T20:21:19.507705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:19.507738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:19.507765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:19.507842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:19.565074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:19.565945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:19.566031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:19.566063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:19.691425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:19.691611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:19.691655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:19.691691] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:19.695830] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-30T20:21:19.696261] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-30T20:21:19.696424] [INFO ] [sig       ] ENSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:19.845232] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENSC.txt
[2025-12-30T20:21:19.845386] [INFO ] [sig       ] [1080/3539] Completed ENSC in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:19.845426] [INFO ] [sig       ] [1081/3539] Forecasting ENSG...
[2025-12-30T20:21:19.845455] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-30T20:21:19.845485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-30T20:21:19.857637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-30T20:21:19.857962] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-30T20:21:19.858820] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-30T20:21:19.858873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:19.858929] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:19.858957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:19.859014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:19.917476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:19.918317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:19.918402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:19.918435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:20.043392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:20.043545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:20.043613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:20.043645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:20.046965] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-30T20:21:20.047235] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-30T20:21:20.047359] [INFO ] [sig       ] ENSG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:20.195893] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ENSG.txt
[2025-12-30T20:21:20.196044] [INFO ] [sig       ] [1081/3539] Completed ENSG in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:20.196086] [INFO ] [sig       ] [1082/3539] Forecasting ENTA...
[2025-12-30T20:21:20.196116] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-30T20:21:20.196147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-30T20:21:20.207785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-30T20:21:20.208152] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-30T20:21:20.208984] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-30T20:21:20.209049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:20.209081] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:20.209107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:20.209164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:20.269091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:20.269988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:20.270076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:20.270109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:20.395711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:20.395873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:20.395916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:20.395944] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:20.399814] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-30T20:21:20.400198] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-30T20:21:20.400343] [INFO ] [sig       ] ENTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:20.555659] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENTA.txt
[2025-12-30T20:21:20.555804] [INFO ] [sig       ] [1082/3539] Completed ENTA in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:20.555845] [INFO ] [sig       ] [1083/3539] Forecasting ENTG...
[2025-12-30T20:21:20.555874] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-30T20:21:20.555904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-30T20:21:20.567713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-30T20:21:20.567979] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-30T20:21:20.568772] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-30T20:21:20.568825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:20.568857] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:20.568883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:20.568939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:20.628932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:20.629708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:20.629790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:20.629824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:20.752869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:20.753021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:20.753061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:20.753089] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:20.756812] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-30T20:21:20.757095] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-30T20:21:20.757217] [INFO ] [sig       ] ENTG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:20.908273] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ENTG.txt
[2025-12-30T20:21:20.908434] [INFO ] [sig       ] [1083/3539] Completed ENTG in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:20.908475] [INFO ] [sig       ] [1084/3539] Forecasting ENTX...
[2025-12-30T20:21:20.908506] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-30T20:21:20.908537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-30T20:21:20.920364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-30T20:21:20.920696] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-30T20:21:20.921499] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-30T20:21:20.921553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:20.921610] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:20.921639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:20.921699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:20.980407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:20.981180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:20.981280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:20.981503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:21.102860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:21.103012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:21.103053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:21.103123] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:21.106512] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-30T20:21:21.106802] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-30T20:21:21.106932] [INFO ] [sig       ] ENTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:21.253427] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENTX.txt
[2025-12-30T20:21:21.253585] [INFO ] [sig       ] [1084/3539] Completed ENTX in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:21.253627] [INFO ] [sig       ] [1085/3539] Forecasting ENVA...
[2025-12-30T20:21:21.253656] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-30T20:21:21.253694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-30T20:21:21.265721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-30T20:21:21.266029] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-30T20:21:21.267063] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-30T20:21:21.267125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:21.267166] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:21.267203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:21.267274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:21.328004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:21.328933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:21.329023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:21.329055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:21.453501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:21.453668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:21.453710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:21.453739] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:21.457067] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-30T20:21:21.457337] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-30T20:21:21.457464] [INFO ] [sig       ] ENVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:21.604824] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENVA.txt
[2025-12-30T20:21:21.604964] [INFO ] [sig       ] [1085/3539] Completed ENVA in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:21.605006] [INFO ] [sig       ] [1086/3539] Forecasting ENVB...
[2025-12-30T20:21:21.605036] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-30T20:21:21.605066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-30T20:21:21.615937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-30T20:21:21.616213] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-30T20:21:21.617003] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-30T20:21:21.617056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:21.617089] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:21.617117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:21.617176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:21.675045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:21.675864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:21.675948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:21.675980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:21.794829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:21.794987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:21.795028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:21.795057] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:21.798384] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-30T20:21:21.798874] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-30T20:21:21.799001] [INFO ] [sig       ] ENVB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:21.942152] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ENVB.txt
[2025-12-30T20:21:21.942281] [INFO ] [sig       ] [1086/3539] Completed ENVB in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:21.942321] [INFO ] [sig       ] [1087/3539] Forecasting ENVX...
[2025-12-30T20:21:21.942352] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-30T20:21:21.942384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-30T20:21:21.955966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-30T20:21:21.956480] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-30T20:21:21.957528] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-30T20:21:21.957614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:21.957662] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:21.957705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:21.957784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:22.028569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:22.029482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:22.029568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:22.029620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:22.151521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:22.151692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:22.151735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:22.151764] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:22.155183] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-30T20:21:22.155451] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-30T20:21:22.155590] [INFO ] [sig       ] ENVX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:22.302259] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ENVX.txt
[2025-12-30T20:21:22.302421] [INFO ] [sig       ] [1087/3539] Completed ENVX in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:22.302463] [INFO ] [sig       ] [1088/3539] Forecasting EOD...
[2025-12-30T20:21:22.302492] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-30T20:21:22.302523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-30T20:21:22.314193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-30T20:21:22.314533] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-30T20:21:22.315331] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-30T20:21:22.315384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:22.315415] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:22.315442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:22.315499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:22.386104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:22.387044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:22.387137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:22.387172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:22.511716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:22.511884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:22.511926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:22.511954] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:22.515621] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-30T20:21:22.515896] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-30T20:21:22.516025] [INFO ] [sig       ] EOD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:22.655484] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EOD.txt
[2025-12-30T20:21:22.655633] [INFO ] [sig       ] [1088/3539] Completed EOD in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:22.655675] [INFO ] [sig       ] [1089/3539] Forecasting EOG...
[2025-12-30T20:21:22.655704] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-30T20:21:22.655734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-30T20:21:22.667163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-30T20:21:22.667436] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-30T20:21:22.668200] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-30T20:21:22.668252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:22.668283] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:22.668309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:22.668371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:22.725032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:22.725751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:22.725834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:22.725867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:22.844589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:22.844755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:22.844796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:22.844823] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:22.848144] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-30T20:21:22.848413] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-30T20:21:22.848535] [INFO ] [sig       ] EOG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:22.993969] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EOG.txt
[2025-12-30T20:21:22.994099] [INFO ] [sig       ] [1089/3539] Completed EOG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:22.994138] [INFO ] [sig       ] [1090/3539] Forecasting EOI...
[2025-12-30T20:21:22.994168] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-30T20:21:22.994199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-30T20:21:23.006104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-30T20:21:23.006412] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-30T20:21:23.007192] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-30T20:21:23.007244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:23.007276] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:23.007302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:23.007359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:23.064963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:23.065622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:23.065701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:23.065732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:23.191305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:23.191461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:23.191502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:23.191530] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:23.194817] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-30T20:21:23.195082] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-30T20:21:23.195204] [INFO ] [sig       ] EOI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:23.337202] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EOI.txt
[2025-12-30T20:21:23.337318] [INFO ] [sig       ] [1090/3539] Completed EOI in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:23.337354] [INFO ] [sig       ] [1091/3539] Forecasting EOLS...
[2025-12-30T20:21:23.337383] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-30T20:21:23.337413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-30T20:21:23.354244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-30T20:21:23.354912] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-30T20:21:23.355911] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-30T20:21:23.355974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:23.356013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:23.356047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:23.356128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:23.435271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:23.436377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:23.436534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:23.436593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:23.556825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:23.556986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:23.557029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:23.557057] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:23.560614] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-30T20:21:23.560920] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-30T20:21:23.561048] [INFO ] [sig       ] EOLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:23.701211] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EOLS.txt
[2025-12-30T20:21:23.701347] [INFO ] [sig       ] [1091/3539] Completed EOLS in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:23.701386] [INFO ] [sig       ] [1092/3539] Forecasting EOS...
[2025-12-30T20:21:23.701414] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-30T20:21:23.701444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-30T20:21:23.712598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-30T20:21:23.712896] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-30T20:21:23.713670] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-30T20:21:23.713722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:23.713753] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:23.713780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:23.713838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:23.771110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:23.771752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:23.771836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:23.771869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:23.898192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:23.898349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:23.898391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:23.898421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:23.902064] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-30T20:21:23.902352] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-30T20:21:23.902683] [INFO ] [sig       ] EOS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:24.042255] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EOS.txt
[2025-12-30T20:21:24.042394] [INFO ] [sig       ] [1092/3539] Completed EOS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:24.042433] [INFO ] [sig       ] [1093/3539] Forecasting EOSE...
[2025-12-30T20:21:24.042462] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-30T20:21:24.042493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-30T20:21:24.056099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-30T20:21:24.056524] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-30T20:21:24.057482] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-30T20:21:24.057539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:24.057604] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:24.057635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:24.057898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:24.117073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:24.117830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:24.117920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:24.117953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:24.239002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:24.239174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:24.239216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:24.239244] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:24.242662] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-12-30T20:21:24.242940] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-30T20:21:24.243063] [INFO ] [sig       ] EOSE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:24.391929] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EOSE.txt
[2025-12-30T20:21:24.392071] [INFO ] [sig       ] [1093/3539] Completed EOSE in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:24.392110] [INFO ] [sig       ] [1094/3539] Forecasting EPAC...
[2025-12-30T20:21:24.392140] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-30T20:21:24.392171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-30T20:21:24.404031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-30T20:21:24.404348] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-30T20:21:24.405136] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-30T20:21:24.405188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:24.405222] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:24.405250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:24.405308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:24.465037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:24.465946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:24.466035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:24.466067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:24.589067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:24.589221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:24.589262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:24.589292] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:24.592671] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-30T20:21:24.592946] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-30T20:21:24.593076] [INFO ] [sig       ] EPAC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:24.738212] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EPAC.txt
[2025-12-30T20:21:24.738468] [INFO ] [sig       ] [1094/3539] Completed EPAC in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:24.738529] [INFO ] [sig       ] [1095/3539] Forecasting EPAM...
[2025-12-30T20:21:24.738788] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-30T20:21:24.738840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-30T20:21:24.753998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-30T20:21:24.754379] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-30T20:21:24.755197] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-30T20:21:24.755251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:24.755285] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:24.755313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:24.755371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:24.823077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:24.824009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:24.824113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:24.824145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:24.947206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:24.947360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:24.947402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:24.947430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:24.950766] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-30T20:21:24.951032] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-30T20:21:24.951152] [INFO ] [sig       ] EPAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:25.091203] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EPAM.txt
[2025-12-30T20:21:25.091347] [INFO ] [sig       ] [1095/3539] Completed EPAM in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:25.091388] [INFO ] [sig       ] [1096/3539] Forecasting EPC...
[2025-12-30T20:21:25.091417] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-30T20:21:25.091651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-30T20:21:25.103513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-30T20:21:25.103822] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-30T20:21:25.104594] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-30T20:21:25.104647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:25.104679] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:25.104705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:25.104763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:25.160515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:25.161159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:25.161237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:25.161268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:25.283696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:25.283853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:25.283894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:25.283922] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:25.288014] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-30T20:21:25.288290] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-30T20:21:25.288412] [INFO ] [sig       ] EPC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:25.431181] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EPC.txt
[2025-12-30T20:21:25.431305] [INFO ] [sig       ] [1096/3539] Completed EPC in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-30T20:21:25.431351] [INFO ] [sig       ] [1097/3539] Forecasting EPD...
[2025-12-30T20:21:25.431381] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-30T20:21:25.431418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-30T20:21:25.443799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-30T20:21:25.444155] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-30T20:21:25.445144] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-30T20:21:25.445196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:25.445227] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:25.445252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:25.445309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:25.504566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:25.505652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:25.505737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:25.505769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:25.629819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:25.629978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:25.630018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:25.630047] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:25.633362] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=15.22%)
[2025-12-30T20:21:25.633659] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-30T20:21:25.633782] [INFO ] [sig       ] EPD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:25.775337] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EPD.txt
[2025-12-30T20:21:25.775481] [INFO ] [sig       ] [1097/3539] Completed EPD in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:25.775521] [INFO ] [sig       ] [1098/3539] Forecasting EPSN...
[2025-12-30T20:21:25.775549] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-30T20:21:25.775601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-30T20:21:25.786828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-30T20:21:25.787182] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-30T20:21:25.788224] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-30T20:21:25.788278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:25.788337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:25.788368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:25.788428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:25.850805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:25.851860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:25.851945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:25.851977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:25.981544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:25.981716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:25.981759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:25.981788] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:25.985172] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-30T20:21:25.985447] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-30T20:21:25.985608] [INFO ] [sig       ] EPSN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:26.133891] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EPSN.txt
[2025-12-30T20:21:26.134040] [INFO ] [sig       ] [1098/3539] Completed EPSN in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:26.134082] [INFO ] [sig       ] [1099/3539] Forecasting EQBK...
[2025-12-30T20:21:26.134110] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-30T20:21:26.134146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-30T20:21:26.145321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-30T20:21:26.145645] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-30T20:21:26.146421] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-30T20:21:26.146473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:26.146510] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:26.146538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:26.146618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:26.207490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:26.208186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:26.208268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:26.208302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:26.331243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:26.331410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:26.331454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:26.331484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:26.334874] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=75.70%)
[2025-12-30T20:21:26.335161] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-30T20:21:26.335287] [INFO ] [sig       ] EQBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:26.482417] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EQBK.txt
[2025-12-30T20:21:26.482544] [INFO ] [sig       ] [1099/3539] Completed EQBK in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:26.482601] [INFO ] [sig       ] [1100/3539] Forecasting EQH...
[2025-12-30T20:21:26.482633] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-30T20:21:26.482663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-30T20:21:26.493631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-30T20:21:26.493909] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-30T20:21:26.494690] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-30T20:21:26.494742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:26.494774] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:26.494801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:26.494859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:26.554930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:26.555890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:26.555974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:26.556007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:26.678505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:26.678679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:26.678777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:26.678812] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:26.682543] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-30T20:21:26.682840] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-30T20:21:26.682966] [INFO ] [sig       ] EQH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:26.835273] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EQH.txt
[2025-12-30T20:21:26.835420] [INFO ] [sig       ] [1100/3539] Completed EQH in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:26.835460] [INFO ] [sig       ] [1101/3539] Forecasting EQIX...
[2025-12-30T20:21:26.835488] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-30T20:21:26.835520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-30T20:21:26.847751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-30T20:21:26.848003] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-30T20:21:26.849128] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-30T20:21:26.849181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:26.849211] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:26.849236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:26.849293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:26.909801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:26.910755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:26.910839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:26.910872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:27.038029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:27.038183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:27.038225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:27.038286] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:27.041778] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-30T20:21:27.042065] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-30T20:21:27.042196] [INFO ] [sig       ] EQIX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:27.186297] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EQIX.txt
[2025-12-30T20:21:27.186421] [INFO ] [sig       ] [1101/3539] Completed EQIX in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:27.186461] [INFO ] [sig       ] [1102/3539] Forecasting ERAS...
[2025-12-30T20:21:27.186489] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-30T20:21:27.186520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-30T20:21:27.198016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-30T20:21:27.198318] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-30T20:21:27.199139] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-30T20:21:27.199193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:27.199225] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:27.199253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:27.199311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:27.258061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:27.258795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:27.258891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:27.258925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:27.376339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:27.376484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:27.376526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:27.376556] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:27.379959] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-30T20:21:27.380236] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-30T20:21:27.380359] [INFO ] [sig       ] ERAS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:27.523014] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ERAS.txt
[2025-12-30T20:21:27.523139] [INFO ] [sig       ] [1102/3539] Completed ERAS in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:27.523177] [INFO ] [sig       ] [1103/3539] Forecasting ERIC...
[2025-12-30T20:21:27.523207] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-30T20:21:27.523236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-30T20:21:27.533858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-30T20:21:27.534135] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-30T20:21:27.534903] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-30T20:21:27.534955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:27.534986] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:27.535012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:27.535070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:27.591980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:27.592608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:27.592690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:27.592722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:27.734646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:27.734797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:27.734840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:27.734870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:27.738420] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-30T20:21:27.738915] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-30T20:21:27.739038] [INFO ] [sig       ] ERIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:27.884312] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ERIC.txt
[2025-12-30T20:21:27.884442] [INFO ] [sig       ] [1103/3539] Completed ERIC in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:27.884483] [INFO ] [sig       ] [1104/3539] Forecasting ERIE...
[2025-12-30T20:21:27.884511] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-30T20:21:27.884542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-30T20:21:27.895411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-30T20:21:27.895738] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-30T20:21:27.896504] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-30T20:21:27.896556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:27.896630] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:27.896663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:27.896722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:27.955744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:27.956489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:27.956590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:27.956627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:28.076131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:28.076290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:28.076331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:28.076359] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:28.079818] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-30T20:21:28.080145] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-30T20:21:28.080280] [INFO ] [sig       ] ERIE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:28.234595] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ERIE.txt
[2025-12-30T20:21:28.234753] [INFO ] [sig       ] [1104/3539] Completed ERIE in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:28.234793] [INFO ] [sig       ] [1105/3539] Forecasting ERII...
[2025-12-30T20:21:28.234821] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-30T20:21:28.234852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-30T20:21:28.246500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-30T20:21:28.246866] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-30T20:21:28.247683] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-30T20:21:28.247738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:28.247771] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:28.247799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:28.247857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:28.308804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:28.309563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:28.309666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:28.309700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:28.432333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:28.432488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:28.432528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:28.432556] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:28.435866] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-30T20:21:28.436130] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-30T20:21:28.436253] [INFO ] [sig       ] ERII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:28.575992] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ERII.txt
[2025-12-30T20:21:28.576131] [INFO ] [sig       ] [1105/3539] Completed ERII in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:28.576170] [INFO ] [sig       ] [1106/3539] Forecasting ERNA...
[2025-12-30T20:21:28.576200] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-30T20:21:28.576229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-30T20:21:28.586816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-30T20:21:28.587127] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-30T20:21:28.587908] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-30T20:21:28.587960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:28.587991] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:28.588018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:28.588074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:28.647895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:28.648667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:28.648772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:28.648807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:28.763251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:28.763402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:28.763443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:28.763471] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:28.766795] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-30T20:21:28.767068] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-30T20:21:28.767189] [INFO ] [sig       ] ERNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:28.910671] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ERNA.txt
[2025-12-30T20:21:28.910802] [INFO ] [sig       ] [1106/3539] Completed ERNA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:28.910841] [INFO ] [sig       ] [1107/3539] Forecasting ERO...
[2025-12-30T20:21:28.910869] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-30T20:21:28.910900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-30T20:21:28.922468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-30T20:21:28.922810] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-30T20:21:28.923607] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-30T20:21:28.923664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:28.923697] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:28.923725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:28.923784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:28.984709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:28.985559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:28.985658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:28.985691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:29.107725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:29.107878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:29.107918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:29.107946] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:29.111271] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=64.60%)
[2025-12-30T20:21:29.111537] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-30T20:21:29.111686] [INFO ] [sig       ] ERO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:29.264877] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ERO.txt
[2025-12-30T20:21:29.265012] [INFO ] [sig       ] [1107/3539] Completed ERO in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:29.265050] [INFO ] [sig       ] [1108/3539] Forecasting ES...
[2025-12-30T20:21:29.265085] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-30T20:21:29.265116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-30T20:21:29.277228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-30T20:21:29.277533] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-30T20:21:29.278337] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-30T20:21:29.278391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:29.278424] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:29.278451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:29.278511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:29.338238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:29.338905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:29.339020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:29.339067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:29.457451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:29.457593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:29.457639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:29.457668] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:29.460888] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-30T20:21:29.461157] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-30T20:21:29.461279] [INFO ] [sig       ] ES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:29.606163] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ES.txt
[2025-12-30T20:21:29.606289] [INFO ] [sig       ] [1108/3539] Completed ES in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:29.606328] [INFO ] [sig       ] [1109/3539] Forecasting ESAB...
[2025-12-30T20:21:29.606358] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-30T20:21:29.606387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-30T20:21:29.619662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-30T20:21:29.620015] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-30T20:21:29.620826] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-30T20:21:29.620882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:29.620914] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:29.620940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:29.620999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:29.681992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:29.682760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:29.682843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:29.682875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:29.806872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:29.807027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:29.807069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:29.807097] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:29.810445] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-30T20:21:29.810937] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-30T20:21:29.811063] [INFO ] [sig       ] ESAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:29.953718] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESAB.txt
[2025-12-30T20:21:29.953862] [INFO ] [sig       ] [1109/3539] Completed ESAB in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:29.953902] [INFO ] [sig       ] [1110/3539] Forecasting ESCA...
[2025-12-30T20:21:29.953930] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-30T20:21:29.953960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-30T20:21:29.965419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-30T20:21:29.965796] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-30T20:21:29.966663] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-30T20:21:29.966719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:29.966753] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:29.966781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:29.966840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:30.023241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:30.023949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:30.024047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:30.024080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:30.137125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:30.137276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:30.137315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:30.137344] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:30.140705] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-30T20:21:30.140983] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-30T20:21:30.141109] [INFO ] [sig       ] ESCA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:30.285270] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESCA.txt
[2025-12-30T20:21:30.285420] [INFO ] [sig       ] [1110/3539] Completed ESCA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:30.285460] [INFO ] [sig       ] [1111/3539] Forecasting ESE...
[2025-12-30T20:21:30.285489] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-30T20:21:30.285520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-30T20:21:30.296895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-30T20:21:30.297229] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-30T20:21:30.298059] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-30T20:21:30.298113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:30.298147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:30.298177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:30.298241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:30.355456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:30.356288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:30.356374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:30.356407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:30.478153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:30.478346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:30.478390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:30.478440] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:30.482730] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-30T20:21:30.483089] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-30T20:21:30.483233] [INFO ] [sig       ] ESE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:30.629296] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ESE.txt
[2025-12-30T20:21:30.629477] [INFO ] [sig       ] [1111/3539] Completed ESE in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:30.629543] [INFO ] [sig       ] [1112/3539] Forecasting ESEA...
[2025-12-30T20:21:30.629604] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-30T20:21:30.629649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-30T20:21:30.641424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-30T20:21:30.641783] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-30T20:21:30.642599] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-30T20:21:30.642660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:30.642695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:30.642724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:30.642784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:30.702135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:30.702804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:30.702885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:30.702916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:30.827018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:30.827174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:30.827216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:30.827244] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:30.831339] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-12-30T20:21:30.831656] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-30T20:21:30.831783] [INFO ] [sig       ] ESEA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:30.976361] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESEA.txt
[2025-12-30T20:21:30.976509] [INFO ] [sig       ] [1112/3539] Completed ESEA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:30.976549] [INFO ] [sig       ] [1113/3539] Forecasting ESGD...
[2025-12-30T20:21:30.976600] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-30T20:21:30.976632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-30T20:21:30.988828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-30T20:21:30.989141] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-30T20:21:30.990153] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-30T20:21:30.990208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:30.990240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:30.990268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:30.990325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:31.050496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:31.051353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:31.051437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:31.051486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:31.170622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:31.170774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:31.170814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:31.170843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:31.174125] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-30T20:21:31.174391] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-30T20:21:31.174511] [INFO ] [sig       ] ESGD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:31.315654] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ESGD.txt
[2025-12-30T20:21:31.315783] [INFO ] [sig       ] [1113/3539] Completed ESGD in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-30T20:21:31.315822] [INFO ] [sig       ] [1114/3539] Forecasting ESGE...
[2025-12-30T20:21:31.315850] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-30T20:21:31.315880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-30T20:21:31.327116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-30T20:21:31.327424] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-30T20:21:31.328226] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-30T20:21:31.328280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:31.328313] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:31.328341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:31.328399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:31.384167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:31.384891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:31.384972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:31.385004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:31.505506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:31.505673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:31.505714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:31.505742] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:31.509062] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-30T20:21:31.509328] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-30T20:21:31.509451] [INFO ] [sig       ] ESGE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:31.650144] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESGE.txt
[2025-12-30T20:21:31.650284] [INFO ] [sig       ] [1114/3539] Completed ESGE in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:31.650325] [INFO ] [sig       ] [1115/3539] Forecasting ESI...
[2025-12-30T20:21:31.650354] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-30T20:21:31.650385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-30T20:21:31.662013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-30T20:21:31.662336] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-30T20:21:31.663306] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-30T20:21:31.663358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:31.663413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:31.663444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:31.663552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:31.724322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:31.725159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:31.725243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:31.725275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:31.844765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:31.844948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:31.844996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:31.845025] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:31.848444] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-30T20:21:31.848754] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-30T20:21:31.848877] [INFO ] [sig       ] ESI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:31.992972] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESI.txt
[2025-12-30T20:21:31.993107] [INFO ] [sig       ] [1115/3539] Completed ESI in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:31.993147] [INFO ] [sig       ] [1116/3539] Forecasting ESOA...
[2025-12-30T20:21:31.993177] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-30T20:21:31.993206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-30T20:21:32.004439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-30T20:21:32.004772] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-30T20:21:32.005603] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-30T20:21:32.005659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:32.005692] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:32.005720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:32.005779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:32.063230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:32.063874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:32.063953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:32.063986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:32.189200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:32.189336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:32.189374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:32.189401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:32.192663] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-30T20:21:32.192928] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-30T20:21:32.193049] [INFO ] [sig       ] ESOA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:32.334285] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ESOA.txt
[2025-12-30T20:21:32.334415] [INFO ] [sig       ] [1116/3539] Completed ESOA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:32.334454] [INFO ] [sig       ] [1117/3539] Forecasting ESPO...
[2025-12-30T20:21:32.334489] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-30T20:21:32.334520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-30T20:21:32.345950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-30T20:21:32.346297] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-30T20:21:32.347164] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-30T20:21:32.347219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:32.347252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:32.347281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:32.347341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:32.406099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:32.406744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:32.406823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:32.406855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:32.530621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:32.530758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:32.530797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:32.530826] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:32.534214] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-30T20:21:32.534488] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-30T20:21:32.534633] [INFO ] [sig       ] ESPO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:32.674743] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESPO.txt
[2025-12-30T20:21:32.674878] [INFO ] [sig       ] [1117/3539] Completed ESPO in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:32.674920] [INFO ] [sig       ] [1118/3539] Forecasting ESQ...
[2025-12-30T20:21:32.674950] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-30T20:21:32.674984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-30T20:21:32.687787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-30T20:21:32.688214] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-30T20:21:32.689258] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-30T20:21:32.689321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:32.689362] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:32.689399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:32.689479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:32.755728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:32.756669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:32.756761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:32.756794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:32.877654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:32.877984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:32.878029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:32.878091] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:32.881794] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-30T20:21:32.882071] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-30T20:21:32.882198] [INFO ] [sig       ] ESQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:33.030234] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESQ.txt
[2025-12-30T20:21:33.030355] [INFO ] [sig       ] [1118/3539] Completed ESQ in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:33.030394] [INFO ] [sig       ] [1119/3539] Forecasting ESTA...
[2025-12-30T20:21:33.030424] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-30T20:21:33.030454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-30T20:21:33.041511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-30T20:21:33.041830] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-30T20:21:33.042596] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-30T20:21:33.042649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:33.042680] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:33.042707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:33.042764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:33.105290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:33.106145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:33.106228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:33.106262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:33.225042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:33.225175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:33.225212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:33.225239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:33.228435] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-30T20:21:33.228727] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-30T20:21:33.228849] [INFO ] [sig       ] ESTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:33.369834] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ESTA.txt
[2025-12-30T20:21:33.369958] [INFO ] [sig       ] [1119/3539] Completed ESTA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:33.369996] [INFO ] [sig       ] [1120/3539] Forecasting ESTC...
[2025-12-30T20:21:33.370026] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-30T20:21:33.370056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-30T20:21:33.380954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-30T20:21:33.381231] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-30T20:21:33.382003] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-30T20:21:33.382055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:33.382085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:33.382111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:33.382169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:33.439371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:33.439984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:33.440064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:33.440095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:33.561285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:33.561417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:33.561455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:33.561484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:33.564753] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-30T20:21:33.565012] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-30T20:21:33.565133] [INFO ] [sig       ] ESTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:33.707560] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ESTC.txt
[2025-12-30T20:21:33.707696] [INFO ] [sig       ] [1120/3539] Completed ESTC in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:33.707735] [INFO ] [sig       ] [1121/3539] Forecasting ETB...
[2025-12-30T20:21:33.707763] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-30T20:21:33.707793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-30T20:21:33.719330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-30T20:21:33.719624] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-30T20:21:33.720377] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-30T20:21:33.720428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:33.720460] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:33.720486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:33.720548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:33.777495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:33.778127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:33.778207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:33.778239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:33.892177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:33.892300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:33.892338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:33.892365] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:33.895558] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-30T20:21:33.895839] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-30T20:21:33.895958] [INFO ] [sig       ] ETB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:34.041970] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ETB.txt
[2025-12-30T20:21:34.042110] [INFO ] [sig       ] [1121/3539] Completed ETB in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:34.042148] [INFO ] [sig       ] [1122/3539] Forecasting ETD...
[2025-12-30T20:21:34.042177] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-30T20:21:34.042207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-30T20:21:34.054075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-30T20:21:34.054360] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-30T20:21:34.055131] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-30T20:21:34.055183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:34.055215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:34.055241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:34.055299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:34.113344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:34.113972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:34.114050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:34.114082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:34.232483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:34.232619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:34.232658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:34.232685] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:34.235874] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-30T20:21:34.236136] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-30T20:21:34.236255] [INFO ] [sig       ] ETD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:34.379169] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ETD.txt
[2025-12-30T20:21:34.379296] [INFO ] [sig       ] [1122/3539] Completed ETD in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:34.379335] [INFO ] [sig       ] [1123/3539] Forecasting ETG...
[2025-12-30T20:21:34.379364] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-30T20:21:34.379395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-30T20:21:34.390587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-30T20:21:34.390871] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-30T20:21:34.391664] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-30T20:21:34.391716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:34.391747] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:34.391772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:34.391829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:34.450262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:34.451048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:34.451129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:34.451161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:34.570605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:34.570728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:34.570765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:34.570793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:34.573975] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-30T20:21:34.574243] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-30T20:21:34.574361] [INFO ] [sig       ] ETG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:34.715076] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ETG.txt
[2025-12-30T20:21:34.715189] [INFO ] [sig       ] [1123/3539] Completed ETG in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:34.715228] [INFO ] [sig       ] [1124/3539] Forecasting ETHA...
[2025-12-30T20:21:34.715256] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-30T20:21:34.715286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-30T20:21:34.727378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-30T20:21:34.727661] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-30T20:21:34.728408] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-30T20:21:34.728459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:34.728490] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:34.728516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:34.728595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:34.785873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:34.786498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:34.786594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:34.786628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:34.903198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:34.903333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:34.903370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:34.903398] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:34.906603] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-12-30T20:21:34.906880] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-30T20:21:34.907000] [INFO ] [sig       ] ETHA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:35.047212] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ETHA.txt
[2025-12-30T20:21:35.047332] [INFO ] [sig       ] [1124/3539] Completed ETHA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:35.047371] [INFO ] [sig       ] [1125/3539] Forecasting ETJ...
[2025-12-30T20:21:35.047399] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-30T20:21:35.047430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-30T20:21:35.058774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-30T20:21:35.059045] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-30T20:21:35.059812] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-30T20:21:35.059864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:35.059895] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:35.059922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:35.059980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:35.117066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:35.117726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:35.117830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:35.117863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:35.233774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:35.233910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:35.233949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:35.233977] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:35.237275] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2025-12-30T20:21:35.237552] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-30T20:21:35.237689] [INFO ] [sig       ] ETJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:35.383460] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ETJ.txt
[2025-12-30T20:21:35.383637] [INFO ] [sig       ] [1125/3539] Completed ETJ in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:35.383678] [INFO ] [sig       ] [1126/3539] Forecasting ETN...
[2025-12-30T20:21:35.383711] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-30T20:21:35.383742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-30T20:21:35.395637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-30T20:21:35.395974] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-30T20:21:35.396761] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-30T20:21:35.396813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:35.396845] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:35.396871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:35.396928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:35.460103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:35.461053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:35.461135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:35.461167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:35.582285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:35.582411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:35.582450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:35.582478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:35.586109] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-30T20:21:35.586390] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-30T20:21:35.586512] [INFO ] [sig       ] ETN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:35.726524] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ETN.txt
[2025-12-30T20:21:35.726661] [INFO ] [sig       ] [1126/3539] Completed ETN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:35.726701] [INFO ] [sig       ] [1127/3539] Forecasting ETO...
[2025-12-30T20:21:35.726730] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-30T20:21:35.726759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-30T20:21:35.738864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-30T20:21:35.739140] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-30T20:21:35.739929] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-30T20:21:35.739980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:35.740011] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:35.740037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:35.740094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:35.797412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:35.798066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:35.798146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:35.798178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:35.915332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:35.915455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:35.915493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:35.915520] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:35.919308] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-30T20:21:35.919600] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-30T20:21:35.919733] [INFO ] [sig       ] ETO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:36.063222] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ETO.txt
[2025-12-30T20:21:36.063379] [INFO ] [sig       ] [1127/3539] Completed ETO in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:36.063420] [INFO ] [sig       ] [1128/3539] Forecasting ETON...
[2025-12-30T20:21:36.063449] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-30T20:21:36.063480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-30T20:21:36.075011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-30T20:21:36.075309] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-30T20:21:36.076094] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-30T20:21:36.076146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:36.076188] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:36.076215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:36.076273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:36.134513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:36.135364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:36.135447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:36.135479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:36.255512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:36.255684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:36.255724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:36.255753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:36.259047] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-30T20:21:36.259326] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-30T20:21:36.259443] [INFO ] [sig       ] ETON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:36.402477] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ETON.txt
[2025-12-30T20:21:36.402644] [INFO ] [sig       ] [1128/3539] Completed ETON in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:36.402690] [INFO ] [sig       ] [1129/3539] Forecasting ETSY...
[2025-12-30T20:21:36.402720] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-30T20:21:36.402751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-30T20:21:36.414038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-30T20:21:36.414320] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-30T20:21:36.415094] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-30T20:21:36.415147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:36.415178] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:36.415205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:36.415262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:36.474190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:36.475056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:36.475141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:36.475174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:36.597707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:36.597857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:36.597896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:36.597924] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:36.601223] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-30T20:21:36.601486] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-30T20:21:36.601621] [INFO ] [sig       ] ETSY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:36.743527] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ETSY.txt
[2025-12-30T20:21:36.743690] [INFO ] [sig       ] [1129/3539] Completed ETSY in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-30T20:21:36.743732] [INFO ] [sig       ] [1130/3539] Forecasting ETY...
[2025-12-30T20:21:36.743760] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-30T20:21:36.743791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-30T20:21:36.755128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-30T20:21:36.755432] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-30T20:21:36.756295] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-30T20:21:36.756350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:36.756382] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:36.756412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:36.756476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:36.813692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:36.814287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:36.814364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:36.814396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:36.934173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:36.934418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:36.934466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:36.934494] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:36.937964] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-30T20:21:36.938229] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-30T20:21:36.938360] [INFO ] [sig       ] ETY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:37.082260] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ETY.txt
[2025-12-30T20:21:37.082379] [INFO ] [sig       ] [1130/3539] Completed ETY in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-30T20:21:37.082418] [INFO ] [sig       ] [1131/3539] Forecasting EUFN...
[2025-12-30T20:21:37.082447] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-30T20:21:37.082477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-30T20:21:37.093702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-30T20:21:37.093987] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-30T20:21:37.094767] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-30T20:21:37.094820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:37.094852] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:37.094878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:37.094936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:37.154034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:37.154717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:37.154795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:37.154827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:37.274486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:37.274633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:37.274672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:37.274700] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:37.278107] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-30T20:21:37.278382] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-30T20:21:37.278509] [INFO ] [sig       ] EUFN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:37.421211] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EUFN.txt
[2025-12-30T20:21:37.421324] [INFO ] [sig       ] [1131/3539] Completed EUFN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-30T20:21:37.421367] [INFO ] [sig       ] [1132/3539] Forecasting EVAX...
[2025-12-30T20:21:37.421397] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-30T20:21:37.421425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-30T20:21:37.432412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-30T20:21:37.432711] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-30T20:21:37.433464] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-30T20:21:37.433515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:37.433609] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:37.433639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:37.433696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:37.494310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:37.494975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:37.495055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:37.495088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:37.619746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:37.619903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:37.619946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:37.619974] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:37.624026] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-30T20:21:37.624315] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-30T20:21:37.624443] [INFO ] [sig       ] EVAX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:37.769402] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVAX.txt
[2025-12-30T20:21:37.769556] [INFO ] [sig       ] [1132/3539] Completed EVAX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:37.769629] [INFO ] [sig       ] [1133/3539] Forecasting EVC...
[2025-12-30T20:21:37.769667] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-30T20:21:37.769704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-30T20:21:37.781633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-30T20:21:37.781999] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-30T20:21:37.782789] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-30T20:21:37.782841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:37.782872] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:37.782899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:37.782959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:37.842051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:37.843037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:37.843117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:37.843149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:37.963423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:37.963537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:37.963590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:37.963621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:37.967095] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-30T20:21:37.967360] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-30T20:21:37.967496] [INFO ] [sig       ] EVC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:38.127158] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVC.txt
[2025-12-30T20:21:38.127306] [INFO ] [sig       ] [1133/3539] Completed EVC in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:38.127345] [INFO ] [sig       ] [1134/3539] Forecasting EVCM...
[2025-12-30T20:21:38.127375] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-30T20:21:38.127405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-30T20:21:38.139328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-30T20:21:38.139709] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-30T20:21:38.140473] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-30T20:21:38.140524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:38.140555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:38.140601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:38.140660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:38.197083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:38.197893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:38.197976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:38.198008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:38.318660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:38.318824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:38.318863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:38.318890] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:38.322144] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-30T20:21:38.322413] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-30T20:21:38.322534] [INFO ] [sig       ] EVCM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:38.462172] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVCM.txt
[2025-12-30T20:21:38.462285] [INFO ] [sig       ] [1134/3539] Completed EVCM in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:38.462322] [INFO ] [sig       ] [1135/3539] Forecasting EVEX...
[2025-12-30T20:21:38.462352] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-30T20:21:38.462382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-30T20:21:38.473332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-30T20:21:38.473616] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-30T20:21:38.474363] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-30T20:21:38.474415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:38.474445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:38.474471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:38.474528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:38.530729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:38.531315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:38.531392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:38.531424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:38.650483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:38.650633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:38.650689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:38.650747] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:38.654111] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-30T20:21:38.654413] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-30T20:21:38.654545] [INFO ] [sig       ] EVEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:38.797312] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVEX.txt
[2025-12-30T20:21:38.797439] [INFO ] [sig       ] [1135/3539] Completed EVEX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:38.797479] [INFO ] [sig       ] [1136/3539] Forecasting EVF...
[2025-12-30T20:21:38.797508] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-30T20:21:38.797538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-30T20:21:38.808501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-30T20:21:38.808815] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-30T20:21:38.809590] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-30T20:21:38.809644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:38.809675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:38.809702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:38.809760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:38.866745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:38.867343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:38.867422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:38.867454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:38.981943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:38.982051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:38.982089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:38.982118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:38.985323] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-30T20:21:38.985616] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-30T20:21:38.985735] [INFO ] [sig       ] EVF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:39.141776] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVF.txt
[2025-12-30T20:21:39.142121] [INFO ] [sig       ] [1136/3539] Completed EVF in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:39.142162] [INFO ] [sig       ] [1137/3539] Forecasting EVG...
[2025-12-30T20:21:39.142191] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-30T20:21:39.142222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-30T20:21:39.154749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-30T20:21:39.155087] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-30T20:21:39.155868] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-30T20:21:39.155919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:39.155950] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:39.155976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:39.156033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:39.212737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:39.213609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:39.213715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:39.213748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:39.325737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:39.325893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:39.325933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:39.325962] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:39.329706] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-30T20:21:39.329994] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-30T20:21:39.330117] [INFO ] [sig       ] EVG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:39.477837] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVG.txt
[2025-12-30T20:21:39.477990] [INFO ] [sig       ] [1137/3539] Completed EVG in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:39.478031] [INFO ] [sig       ] [1138/3539] Forecasting EVGO...
[2025-12-30T20:21:39.478060] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-30T20:21:39.478090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-30T20:21:39.489763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-30T20:21:39.490270] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-30T20:21:39.491276] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-30T20:21:39.491328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:39.491358] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:39.491384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:39.491440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:39.551764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:39.552825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:39.552916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:39.552949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:39.673342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:39.673504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:39.673545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:39.673591] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:39.676905] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-30T20:21:39.677186] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-30T20:21:39.677309] [INFO ] [sig       ] EVGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:39.821143] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVGO.txt
[2025-12-30T20:21:39.821316] [INFO ] [sig       ] [1138/3539] Completed EVGO in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:39.821356] [INFO ] [sig       ] [1139/3539] Forecasting EVH...
[2025-12-30T20:21:39.821385] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-30T20:21:39.821414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-30T20:21:39.832433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-30T20:21:39.832823] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-30T20:21:39.833627] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-30T20:21:39.833680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:39.833723] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:39.833751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:39.833807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:39.889994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:39.891073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:39.891162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:39.891194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:40.010453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:40.010620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:40.010661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:40.010690] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:40.014370] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-30T20:21:40.014656] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-30T20:21:40.014778] [INFO ] [sig       ] EVH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:40.158095] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVH.txt
[2025-12-30T20:21:40.158211] [INFO ] [sig       ] [1139/3539] Completed EVH in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:40.158250] [INFO ] [sig       ] [1140/3539] Forecasting EVN...
[2025-12-30T20:21:40.158278] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-30T20:21:40.158308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-30T20:21:40.170131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-30T20:21:40.170447] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-30T20:21:40.171228] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-30T20:21:40.171280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:40.171311] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:40.171336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:40.171392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:40.227403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:40.228019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:40.228099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:40.228131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:40.342218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:40.342339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:40.342377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:40.342404] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:40.345622] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-30T20:21:40.345893] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-30T20:21:40.346012] [INFO ] [sig       ] EVN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:40.485666] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVN.txt
[2025-12-30T20:21:40.485784] [INFO ] [sig       ] [1140/3539] Completed EVN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:40.485823] [INFO ] [sig       ] [1141/3539] Forecasting EVO...
[2025-12-30T20:21:40.485852] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-30T20:21:40.485881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-30T20:21:40.496954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-30T20:21:40.497220] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-30T20:21:40.498031] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-30T20:21:40.498084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:40.498114] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:40.498140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:40.498197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:40.556822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:40.557435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:40.557513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:40.557545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:40.683287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:40.683443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:40.683483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:40.683511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:40.687414] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-12-30T20:21:40.687717] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-30T20:21:40.688032] [INFO ] [sig       ] EVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:40.839172] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVO.txt
[2025-12-30T20:21:40.839296] [INFO ] [sig       ] [1141/3539] Completed EVO in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:40.839335] [INFO ] [sig       ] [1142/3539] Forecasting EVRG...
[2025-12-30T20:21:40.839363] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-30T20:21:40.839392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-30T20:21:40.850746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-30T20:21:40.851056] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-30T20:21:40.851850] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-30T20:21:40.851903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:40.851936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:40.851965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:40.852024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:40.916732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:40.917852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:40.917996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:40.918032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:41.045835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:41.045991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:41.046034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:41.046063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:41.049549] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-12-30T20:21:41.049857] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-30T20:21:41.049985] [INFO ] [sig       ] EVRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:41.196982] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVRG.txt
[2025-12-30T20:21:41.197106] [INFO ] [sig       ] [1142/3539] Completed EVRG in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:41.197145] [INFO ] [sig       ] [1143/3539] Forecasting EVSD...
[2025-12-30T20:21:41.197176] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-30T20:21:41.197212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-30T20:21:41.208399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-30T20:21:41.208808] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-30T20:21:41.209640] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-30T20:21:41.209707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:41.209746] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:41.209778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:41.209846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:41.269984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:41.270776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:41.270864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:41.270898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:41.394776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:41.394930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:41.394972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:41.395000] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:41.398498] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-30T20:21:41.398814] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-30T20:21:41.398943] [INFO ] [sig       ] EVSD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:41.546700] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EVSD.txt
[2025-12-30T20:21:41.546825] [INFO ] [sig       ] [1143/3539] Completed EVSD in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:41.546863] [INFO ] [sig       ] [1144/3539] Forecasting EVTC...
[2025-12-30T20:21:41.546893] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-30T20:21:41.546923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-30T20:21:41.559080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-30T20:21:41.559401] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-30T20:21:41.560342] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-30T20:21:41.560395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:41.560427] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:41.560453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:41.560511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:41.620509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:41.621254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:41.621341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:41.621375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:41.750646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:41.750810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:41.750852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:41.750881] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:41.754372] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-30T20:21:41.754677] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-30T20:21:41.754809] [INFO ] [sig       ] EVTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:41.899188] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVTC.txt
[2025-12-30T20:21:41.899356] [INFO ] [sig       ] [1144/3539] Completed EVTC in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:41.899398] [INFO ] [sig       ] [1145/3539] Forecasting EVTL...
[2025-12-30T20:21:41.899432] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-30T20:21:41.899464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-30T20:21:41.914665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-30T20:21:41.915108] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-30T20:21:41.915933] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-30T20:21:41.915986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:41.916019] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:41.916046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:41.916103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:41.980959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:41.981969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:41.982078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:41.982111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:42.112796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:42.112952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:42.112993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:42.113024] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:42.116409] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-30T20:21:42.116712] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-30T20:21:42.116840] [INFO ] [sig       ] EVTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:42.257732] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EVTL.txt
[2025-12-30T20:21:42.257922] [INFO ] [sig       ] [1145/3539] Completed EVTL in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:42.257963] [INFO ] [sig       ] [1146/3539] Forecasting EWBC...
[2025-12-30T20:21:42.257993] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-30T20:21:42.258023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-30T20:21:42.271720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-30T20:21:42.272098] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-30T20:21:42.272885] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-30T20:21:42.272940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:42.272971] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:42.272997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:42.273055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:42.332658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:42.333496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:42.333599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:42.333636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:42.458264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:42.458394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:42.458432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:42.458477] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:42.461900] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-30T20:21:42.462177] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-30T20:21:42.462304] [INFO ] [sig       ] EWBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:42.613803] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EWBC.txt
[2025-12-30T20:21:42.613923] [INFO ] [sig       ] [1146/3539] Completed EWBC in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-30T20:21:42.613960] [INFO ] [sig       ] [1147/3539] Forecasting EWCZ...
[2025-12-30T20:21:42.613989] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-30T20:21:42.614018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-30T20:21:42.625880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-30T20:21:42.626168] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-30T20:21:42.626973] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-30T20:21:42.627026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:42.627058] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:42.627086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:42.627144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:42.685956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:42.686565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:42.686664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:42.686697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:42.805501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:42.805689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:42.805733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:42.805763] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:42.809188] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-30T20:21:42.809491] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-30T20:21:42.809645] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:42.961518] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EWCZ.txt
[2025-12-30T20:21:42.961665] [INFO ] [sig       ] [1147/3539] Completed EWCZ in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-30T20:21:42.961705] [INFO ] [sig       ] [1148/3539] Forecasting EWTX...
[2025-12-30T20:21:42.961735] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-30T20:21:42.961766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-30T20:21:42.973283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-30T20:21:42.973559] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-30T20:21:42.974333] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-30T20:21:42.974386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:42.974419] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:42.974446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:42.974505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:43.032102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:43.032740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:43.032820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:43.032852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:43.166373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:43.166531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:43.166590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:43.166624] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:43.170181] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-30T20:21:43.170465] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-30T20:21:43.170608] [INFO ] [sig       ] EWTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:43.313733] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EWTX.txt
[2025-12-30T20:21:43.313857] [INFO ] [sig       ] [1148/3539] Completed EWTX in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-30T20:21:43.313895] [INFO ] [sig       ] [1149/3539] Forecasting EWZS...
[2025-12-30T20:21:43.313924] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-30T20:21:43.313953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-30T20:21:43.326425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-30T20:21:43.326717] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-30T20:21:43.327461] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-30T20:21:43.327512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:43.327568] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:43.327614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:43.327673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:43.389734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:43.390463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:43.390543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:43.390592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:43.514157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:43.514307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:43.514347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:43.514374] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:43.518223] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-30T20:21:43.518488] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-30T20:21:43.518624] [INFO ] [sig       ] EWZS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:43.661681] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EWZS.txt
[2025-12-30T20:21:43.661805] [INFO ] [sig       ] [1149/3539] Completed EWZS in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:43.661843] [INFO ] [sig       ] [1150/3539] Forecasting EXAS...
[2025-12-30T20:21:43.661872] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-30T20:21:43.661901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-30T20:21:43.673323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-30T20:21:43.673625] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-30T20:21:43.674371] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-30T20:21:43.674424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:43.674455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:43.674482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:43.674549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:43.730767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:43.731369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:43.731445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:43.731476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:43.864358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:43.864537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:43.864624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:43.864677] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:43.870463] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=19.94%)
[2025-12-30T20:21:43.870893] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-30T20:21:43.871071] [INFO ] [sig       ] EXAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:44.016496] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXAS.txt
[2025-12-30T20:21:44.016658] [INFO ] [sig       ] [1150/3539] Completed EXAS in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:44.016700] [INFO ] [sig       ] [1151/3539] Forecasting EXC...
[2025-12-30T20:21:44.016730] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-30T20:21:44.016761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-30T20:21:44.029352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-30T20:21:44.029662] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-30T20:21:44.030430] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-30T20:21:44.030484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:44.030517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:44.030544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:44.030643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:44.090587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:44.091248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:44.091330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:44.091364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:44.218594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:44.218804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:44.218864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:44.218906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:44.223788] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-30T20:21:44.224225] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-30T20:21:44.224409] [INFO ] [sig       ] EXC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:44.374122] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXC.txt
[2025-12-30T20:21:44.374272] [INFO ] [sig       ] [1151/3539] Completed EXC in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:44.374313] [INFO ] [sig       ] [1152/3539] Forecasting EXEL...
[2025-12-30T20:21:44.374342] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-30T20:21:44.374372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-30T20:21:44.385420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-30T20:21:44.385755] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-30T20:21:44.386517] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-30T20:21:44.386597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:44.386632] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:44.386659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:44.386716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:44.444172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:44.444897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:44.445171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:44.445203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:44.563984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:44.564137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:44.564179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:44.564241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:44.567692] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-30T20:21:44.567988] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-30T20:21:44.568117] [INFO ] [sig       ] EXEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:44.710945] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXEL.txt
[2025-12-30T20:21:44.711271] [INFO ] [sig       ] [1152/3539] Completed EXEL in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:44.711311] [INFO ] [sig       ] [1153/3539] Forecasting EXFY...
[2025-12-30T20:21:44.711340] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-30T20:21:44.711371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-30T20:21:44.723104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-30T20:21:44.723404] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-30T20:21:44.724188] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-30T20:21:44.724240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:44.724271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:44.724298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:44.724355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:44.784117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:44.784961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:44.785045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:44.785086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:44.937829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:44.938037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:44.938086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:44.938117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:44.941824] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-30T20:21:44.942150] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-30T20:21:44.942291] [INFO ] [sig       ] EXFY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:45.083893] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXFY.txt
[2025-12-30T20:21:45.084054] [INFO ] [sig       ] [1153/3539] Completed EXFY in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:45.084095] [INFO ] [sig       ] [1154/3539] Forecasting EXG...
[2025-12-30T20:21:45.084124] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-30T20:21:45.084155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-30T20:21:45.095422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-30T20:21:45.095854] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-30T20:21:45.096687] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-30T20:21:45.096741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:45.096772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:45.096798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:45.096856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:45.153143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:45.154061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:45.154153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:45.154186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:45.272898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:45.273046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:45.273088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:45.273118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:45.276430] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-30T20:21:45.276726] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-30T20:21:45.276849] [INFO ] [sig       ] EXG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:45.419667] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXG.txt
[2025-12-30T20:21:45.419833] [INFO ] [sig       ] [1154/3539] Completed EXG in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:45.419872] [INFO ] [sig       ] [1155/3539] Forecasting EXK...
[2025-12-30T20:21:45.419904] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-30T20:21:45.419936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-30T20:21:45.431511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-30T20:21:45.431871] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-30T20:21:45.432673] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-30T20:21:45.432728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:45.432760] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:45.432790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:45.432851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:45.490297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:45.491087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:45.491178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:45.491222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:45.611355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:45.611511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:45.611555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:45.611604] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:45.615019] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-30T20:21:45.615312] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-30T20:21:45.615439] [INFO ] [sig       ] EXK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:45.772858] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXK.txt
[2025-12-30T20:21:45.773036] [INFO ] [sig       ] [1155/3539] Completed EXK in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:45.773080] [INFO ] [sig       ] [1156/3539] Forecasting EXLS...
[2025-12-30T20:21:45.773112] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-30T20:21:45.773143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-30T20:21:45.785396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-30T20:21:45.785843] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-30T20:21:45.786761] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-30T20:21:45.786825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:45.786869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:45.786908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:45.786992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:45.849447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:45.850345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:45.850434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:45.850468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:45.984826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:45.985007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:45.985058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:45.985088] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:45.989358] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-30T20:21:45.989808] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-30T20:21:45.989991] [INFO ] [sig       ] EXLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:46.208087] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXLS.txt
[2025-12-30T20:21:46.208317] [INFO ] [sig       ] [1156/3539] Completed EXLS in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:46.208381] [INFO ] [sig       ] [1157/3539] Forecasting EXP...
[2025-12-30T20:21:46.208430] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-30T20:21:46.208479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-30T20:21:46.225331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-30T20:21:46.225866] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-30T20:21:46.227078] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-30T20:21:46.227150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:46.227203] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:46.227250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:46.227340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:46.303202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:46.304323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:46.304433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:46.304470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:46.456954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:46.457153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:46.457215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:46.457259] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:46.462214] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-30T20:21:46.462712] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-30T20:21:46.462898] [INFO ] [sig       ] EXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:46.672512] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXP.txt
[2025-12-30T20:21:46.672730] [INFO ] [sig       ] [1157/3539] Completed EXP in 0.5s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:46.672782] [INFO ] [sig       ] [1158/3539] Forecasting EXPD...
[2025-12-30T20:21:46.672817] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-30T20:21:46.672853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-30T20:21:46.689747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-30T20:21:46.690288] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-30T20:21:46.691482] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-30T20:21:46.691552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:46.691634] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:46.691685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:46.691780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:46.768313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:46.769392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:46.769490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:46.769525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:46.912780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:46.912962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:46.913012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:46.913043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:46.916666] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-30T20:21:46.917015] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-30T20:21:46.917157] [INFO ] [sig       ] EXPD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:47.121330] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXPD.txt
[2025-12-30T20:21:47.121496] [INFO ] [sig       ] [1158/3539] Completed EXPD in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:47.121536] [INFO ] [sig       ] [1159/3539] Forecasting EXPE...
[2025-12-30T20:21:47.121566] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-30T20:21:47.121617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-30T20:21:47.136623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-30T20:21:47.137052] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-30T20:21:47.138076] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-30T20:21:47.138142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:47.138184] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:47.138223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:47.138309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:47.203297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:47.204201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:47.204328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:47.204362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:47.327895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:47.328073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:47.328119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:47.328150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:47.331644] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-12-30T20:21:47.331933] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-30T20:21:47.332062] [INFO ] [sig       ] EXPE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:47.472265] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXPE.txt
[2025-12-30T20:21:47.472391] [INFO ] [sig       ] [1159/3539] Completed EXPE in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:47.472430] [INFO ] [sig       ] [1160/3539] Forecasting EXPI...
[2025-12-30T20:21:47.472459] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-30T20:21:47.472489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-30T20:21:47.483711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-30T20:21:47.483977] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-30T20:21:47.484741] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-30T20:21:47.484792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:47.484824] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:47.484850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:47.484917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:47.543066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:47.543797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:47.543882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:47.543916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:47.664389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:47.664534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:47.664592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:47.664626] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:47.668088] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-30T20:21:47.668374] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-30T20:21:47.668503] [INFO ] [sig       ] EXPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:47.818590] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/EXPI.txt
[2025-12-30T20:21:47.818784] [INFO ] [sig       ] [1160/3539] Completed EXPI in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:47.818830] [INFO ] [sig       ] [1161/3539] Forecasting EXPO...
[2025-12-30T20:21:47.818862] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-30T20:21:47.818893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-30T20:21:47.830687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-30T20:21:47.831079] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-30T20:21:47.831892] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-30T20:21:47.831944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:47.831975] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:47.832002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:47.832060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:47.890593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:47.891397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:47.891484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:47.891517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:48.009181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:48.009340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:48.009380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:48.009410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:48.012970] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-30T20:21:48.013264] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-30T20:21:48.013394] [INFO ] [sig       ] EXPO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:48.157549] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EXPO.txt
[2025-12-30T20:21:48.157734] [INFO ] [sig       ] [1161/3539] Completed EXPO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:48.157776] [INFO ] [sig       ] [1162/3539] Forecasting EYE...
[2025-12-30T20:21:48.157805] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-30T20:21:48.157836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-30T20:21:48.169348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-30T20:21:48.169701] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-30T20:21:48.170483] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-30T20:21:48.170534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:48.170566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:48.170612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:48.170670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:48.231151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:48.232042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:48.232128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:48.232161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:48.356588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:48.356738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:48.356782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:48.356813] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:48.360401] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-30T20:21:48.360721] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-30T20:21:48.360892] [INFO ] [sig       ] EYE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:48.512613] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EYE.txt
[2025-12-30T20:21:48.512800] [INFO ] [sig       ] [1162/3539] Completed EYE in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:48.512842] [INFO ] [sig       ] [1163/3539] Forecasting EZGO...
[2025-12-30T20:21:48.512870] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-30T20:21:48.512900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-30T20:21:48.525283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-30T20:21:48.525633] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-30T20:21:48.526509] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-30T20:21:48.526593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:48.526645] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:48.526673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:48.526732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:48.588615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:48.589420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:48.589509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:48.589540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:48.710279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:48.710427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:48.710468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:48.710495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:48.714376] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-30T20:21:48.714686] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-30T20:21:48.714818] [INFO ] [sig       ] EZGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:48.862548] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/EZGO.txt
[2025-12-30T20:21:48.862735] [INFO ] [sig       ] [1163/3539] Completed EZGO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:48.862788] [INFO ] [sig       ] [1164/3539] Forecasting F...
[2025-12-30T20:21:48.862831] [INFO ] [sig       ] Generating forecast for: F
[2025-12-30T20:21:48.862877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-30T20:21:48.875146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-30T20:21:48.875471] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-30T20:21:48.876273] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-30T20:21:48.876325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:48.876358] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:48.876393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:48.876461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:48.933878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:48.934665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:48.934751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:48.934783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:49.059896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:49.060053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:49.060096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:49.060124] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:49.063917] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-30T20:21:49.064222] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-30T20:21:49.064366] [INFO ] [sig       ] F: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:49.212772] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/F.txt
[2025-12-30T20:21:49.212924] [INFO ] [sig       ] [1164/3539] Completed F in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-30T20:21:49.212965] [INFO ] [sig       ] [1165/3539] Forecasting FA...
[2025-12-30T20:21:49.212995] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-30T20:21:49.213203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-30T20:21:49.225557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-30T20:21:49.225936] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-30T20:21:49.226797] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-30T20:21:49.226856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:49.226889] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:49.226915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:49.226973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:49.288313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:49.289199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:49.289286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:49.289319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:49.424375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:49.424544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:49.424612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:49.424649] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:49.429015] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-30T20:21:49.429383] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-30T20:21:49.429572] [INFO ] [sig       ] FA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:49.580356] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FA.txt
[2025-12-30T20:21:49.580514] [INFO ] [sig       ] [1165/3539] Completed FA in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-30T20:21:49.580554] [INFO ] [sig       ] [1166/3539] Forecasting FAF...
[2025-12-30T20:21:49.580606] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-30T20:21:49.580638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-30T20:21:49.592463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-30T20:21:49.592868] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-30T20:21:49.593685] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-30T20:21:49.593738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:49.593795] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:49.593825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:49.593886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:49.652709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:49.653606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:49.653697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:49.653730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:49.788977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:49.789170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:49.789401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:49.789429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:49.793407] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-30T20:21:49.793720] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-30T20:21:49.793862] [INFO ] [sig       ] FAF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:49.947736] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FAF.txt
[2025-12-30T20:21:49.947938] [INFO ] [sig       ] [1166/3539] Completed FAF in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-30T20:21:49.948010] [INFO ] [sig       ] [1167/3539] Forecasting FALN...
[2025-12-30T20:21:49.948076] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-30T20:21:49.948123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-30T20:21:49.960397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-30T20:21:49.960776] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-30T20:21:49.961597] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-30T20:21:49.961652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:49.961684] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:49.961712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:49.961770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:50.024268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:50.025140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:50.025232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:50.025266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:50.151295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:50.151449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:50.151492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:50.151521] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:50.155005] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-30T20:21:50.155299] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-30T20:21:50.155425] [INFO ] [sig       ] FALN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:50.308269] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FALN.txt
[2025-12-30T20:21:50.308410] [INFO ] [sig       ] [1167/3539] Completed FALN in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:50.308455] [INFO ] [sig       ] [1168/3539] Forecasting FANG...
[2025-12-30T20:21:50.308500] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-30T20:21:50.308535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-30T20:21:50.321101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-30T20:21:50.321472] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-30T20:21:50.322334] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-30T20:21:50.322389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:50.322423] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:50.322450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:50.322508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:50.384805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:50.385620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:50.385706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:50.385739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:50.519632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:50.519783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:50.519825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:50.519856] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:50.523597] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-30T20:21:50.523898] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-30T20:21:50.524051] [INFO ] [sig       ] FANG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:50.670810] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FANG.txt
[2025-12-30T20:21:50.670955] [INFO ] [sig       ] [1168/3539] Completed FANG in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:50.670995] [INFO ] [sig       ] [1169/3539] Forecasting FARM...
[2025-12-30T20:21:50.671025] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-30T20:21:50.671059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-30T20:21:50.683401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-30T20:21:50.683729] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-30T20:21:50.684763] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-30T20:21:50.684824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:50.684889] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:50.684935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:50.685012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:50.744370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:50.745036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:50.745306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:50.745338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:50.872681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:50.872837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:50.872877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:50.872936] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:50.876608] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-30T20:21:50.876872] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-30T20:21:50.876992] [INFO ] [sig       ] FARM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:51.017772] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FARM.txt
[2025-12-30T20:21:51.017901] [INFO ] [sig       ] [1169/3539] Completed FARM in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:51.017940] [INFO ] [sig       ] [1170/3539] Forecasting FBIN...
[2025-12-30T20:21:51.017969] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-30T20:21:51.018001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-30T20:21:51.029237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-30T20:21:51.029530] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-30T20:21:51.030383] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-30T20:21:51.030436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:51.030468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:51.030495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:51.030553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:51.089556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:51.090366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:51.090449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:51.090481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:51.213777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:51.213936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:51.213976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:51.214021] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:51.217330] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-30T20:21:51.217617] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-30T20:21:51.217740] [INFO ] [sig       ] FBIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:51.361869] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FBIN.txt
[2025-12-30T20:21:51.361994] [INFO ] [sig       ] [1170/3539] Completed FBIN in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:51.362032] [INFO ] [sig       ] [1171/3539] Forecasting FBIO...
[2025-12-30T20:21:51.362244] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-30T20:21:51.362273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-30T20:21:51.374659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-30T20:21:51.374962] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-30T20:21:51.375758] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-30T20:21:51.375811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:51.375842] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:51.375869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:51.375928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:51.435381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:51.436052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:51.436307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:51.436339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:51.557455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:51.557628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:51.557671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:51.557702] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:51.561048] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-30T20:21:51.561315] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-30T20:21:51.561436] [INFO ] [sig       ] FBIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:51.707710] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FBIO.txt
[2025-12-30T20:21:51.707860] [INFO ] [sig       ] [1171/3539] Completed FBIO in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:51.707899] [INFO ] [sig       ] [1172/3539] Forecasting FBIZ...
[2025-12-30T20:21:51.707930] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-30T20:21:51.707964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-30T20:21:51.718904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-30T20:21:51.719167] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-30T20:21:51.719932] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-30T20:21:51.719983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:51.720015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:51.720041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:51.720099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:51.779144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:51.780121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:51.780253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:51.780288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:51.906722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:51.906897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:51.906940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:51.906972] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:51.911098] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-30T20:21:51.911492] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-30T20:21:51.911649] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:52.057778] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FBIZ.txt
[2025-12-30T20:21:52.057937] [INFO ] [sig       ] [1172/3539] Completed FBIZ in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:52.057977] [INFO ] [sig       ] [1173/3539] Forecasting FBK...
[2025-12-30T20:21:52.058007] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-30T20:21:52.058038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-30T20:21:52.069436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-30T20:21:52.069780] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-30T20:21:52.070530] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-30T20:21:52.070602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:52.070636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:52.070663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:52.070720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:52.129137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:52.130017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:52.130101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:52.130135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:52.250037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:52.250189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:52.250230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:52.250258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:52.253606] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-30T20:21:52.253879] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-30T20:21:52.254000] [INFO ] [sig       ] FBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:52.395072] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FBK.txt
[2025-12-30T20:21:52.395238] [INFO ] [sig       ] [1173/3539] Completed FBK in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:52.395280] [INFO ] [sig       ] [1174/3539] Forecasting FBL...
[2025-12-30T20:21:52.395309] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-30T20:21:52.395341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-30T20:21:52.407451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-30T20:21:52.407843] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-30T20:21:52.408635] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-30T20:21:52.408686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:52.408741] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:52.408784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:52.408844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:52.467634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:52.468700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:52.468801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:52.468833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:52.604140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:52.604289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:52.604329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:52.604357] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:52.607829] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-30T20:21:52.608297] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-30T20:21:52.608420] [INFO ] [sig       ] FBL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:52.751723] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FBL.txt
[2025-12-30T20:21:52.751875] [INFO ] [sig       ] [1174/3539] Completed FBL in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:52.751916] [INFO ] [sig       ] [1175/3539] Forecasting FBNC...
[2025-12-30T20:21:52.751946] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-30T20:21:52.751981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-30T20:21:52.763187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-30T20:21:52.763495] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-30T20:21:52.764257] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-30T20:21:52.764309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:52.764339] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:52.764365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:52.764421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:52.822342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:52.823408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:52.823491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:52.823523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:52.941824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:52.941983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:52.942022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:52.942050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:52.945356] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-30T20:21:52.945665] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-30T20:21:52.945789] [INFO ] [sig       ] FBNC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:53.095225] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FBNC.txt
[2025-12-30T20:21:53.095382] [INFO ] [sig       ] [1175/3539] Completed FBNC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:53.095422] [INFO ] [sig       ] [1176/3539] Forecasting FBP...
[2025-12-30T20:21:53.095452] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-30T20:21:53.095482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-30T20:21:53.107229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-30T20:21:53.107545] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-30T20:21:53.108317] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-30T20:21:53.108369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:53.108399] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:53.108425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:53.108482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:53.165637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:53.166469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:53.166603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:53.166639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:53.284749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:53.284910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:53.284951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:53.284979] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:53.288267] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-30T20:21:53.288535] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-30T20:21:53.288675] [INFO ] [sig       ] FBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:53.431206] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FBP.txt
[2025-12-30T20:21:53.431366] [INFO ] [sig       ] [1176/3539] Completed FBP in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:53.431405] [INFO ] [sig       ] [1177/3539] Forecasting FC...
[2025-12-30T20:21:53.431436] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-30T20:21:53.431467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-30T20:21:53.442941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-30T20:21:53.443272] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-30T20:21:53.444043] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-30T20:21:53.444094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:53.444126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:53.444152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:53.444209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:53.500917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:53.501855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:53.501943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:53.501977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:53.635215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:53.635374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:53.635419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:53.635449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:53.639017] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-12-30T20:21:53.639328] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-30T20:21:53.639463] [INFO ] [sig       ] FC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:53.788378] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FC.txt
[2025-12-30T20:21:53.788530] [INFO ] [sig       ] [1177/3539] Completed FC in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:53.788588] [INFO ] [sig       ] [1178/3539] Forecasting FCAL...
[2025-12-30T20:21:53.788622] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-30T20:21:53.788660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-30T20:21:53.800251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-30T20:21:53.800549] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-30T20:21:53.801312] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-30T20:21:53.801364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:53.801394] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:53.801420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:53.801476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:53.859204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:53.860094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:53.860186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:53.860220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:53.968039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:53.968197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:53.968238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:53.968266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:53.971605] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=43.08%)
[2025-12-30T20:21:53.971873] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-30T20:21:53.971994] [INFO ] [sig       ] FCAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:54.167160] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCAL.txt
[2025-12-30T20:21:54.167313] [INFO ] [sig       ] [1178/3539] Completed FCAL in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:54.167353] [INFO ] [sig       ] [1179/3539] Forecasting FCBC...
[2025-12-30T20:21:54.167383] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-30T20:21:54.167414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-30T20:21:54.180815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-30T20:21:54.181145] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-30T20:21:54.181930] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-30T20:21:54.181982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:54.182014] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:54.182042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:54.182100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:54.239370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:54.240063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:54.240160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:54.240193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:54.358445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:54.358618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:54.358661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:54.358690] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:54.362044] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-30T20:21:54.362317] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-30T20:21:54.362439] [INFO ] [sig       ] FCBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:54.503227] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCBC.txt
[2025-12-30T20:21:54.503404] [INFO ] [sig       ] [1179/3539] Completed FCBC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:54.503445] [INFO ] [sig       ] [1180/3539] Forecasting FCCO...
[2025-12-30T20:21:54.503474] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-30T20:21:54.503506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-30T20:21:54.514369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-30T20:21:54.514689] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-30T20:21:54.515563] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-30T20:21:54.515638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:54.515670] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:54.515696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:54.515753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:54.573042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:54.573818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:54.573900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:54.573931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:54.694788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:54.694944] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:21:54.694985] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:54.695013] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:54.698307] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-30T20:21:54.698600] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-30T20:21:54.698741] [INFO ] [sig       ] FCCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:54.838745] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FCCO.txt
[2025-12-30T20:21:54.838910] [INFO ] [sig       ] [1180/3539] Completed FCCO in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:54.838950] [INFO ] [sig       ] [1181/3539] Forecasting FCEL...
[2025-12-30T20:21:54.838984] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-30T20:21:54.839021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-30T20:21:54.851401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-30T20:21:54.851771] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-30T20:21:54.852526] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-30T20:21:54.852606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:54.852641] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:54.852668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:54.852725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:54.914066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:54.914956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:54.915041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:54.915075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:55.040819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:55.040982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:55.041031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:55.041067] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:55.045078] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-30T20:21:55.045591] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-30T20:21:55.045726] [INFO ] [sig       ] FCEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:55.200616] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCEL.txt
[2025-12-30T20:21:55.200757] [INFO ] [sig       ] [1181/3539] Completed FCEL in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-30T20:21:55.200806] [INFO ] [sig       ] [1182/3539] Forecasting FCF...
[2025-12-30T20:21:55.200840] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-30T20:21:55.200871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-30T20:21:55.213039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-30T20:21:55.213355] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-30T20:21:55.214148] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-30T20:21:55.214200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:55.214233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:55.214260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:55.214318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:55.279224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:55.280309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:55.280395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:55.280428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:55.411400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:55.411556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:55.411615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:55.411645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:55.415895] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-30T20:21:55.416185] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-30T20:21:55.416312] [INFO ] [sig       ] FCF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:55.565924] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCF.txt
[2025-12-30T20:21:55.566058] [INFO ] [sig       ] [1182/3539] Completed FCF in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-30T20:21:55.566097] [INFO ] [sig       ] [1183/3539] Forecasting FCFS...
[2025-12-30T20:21:55.566126] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-30T20:21:55.566157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-30T20:21:55.578322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-30T20:21:55.578651] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-30T20:21:55.579528] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-30T20:21:55.579602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:55.579678] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:55.579718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:55.579796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:55.642800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:55.643537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:55.643640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:55.643686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:55.771276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:55.771432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:55.771472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:55.771501] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:55.775027] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-30T20:21:55.775321] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-30T20:21:55.775454] [INFO ] [sig       ] FCFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:55.927149] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCFS.txt
[2025-12-30T20:21:55.927326] [INFO ] [sig       ] [1183/3539] Completed FCFS in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-30T20:21:55.927386] [INFO ] [sig       ] [1184/3539] Forecasting FCN...
[2025-12-30T20:21:55.927431] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-30T20:21:55.927475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-30T20:21:55.940363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-30T20:21:55.940731] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-30T20:21:55.941563] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-30T20:21:55.941643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:55.941674] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:55.941700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:55.941758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:56.001355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:56.002164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:56.002250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:56.002286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:56.123355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:56.123517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:56.123560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:56.123609] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:56.127141] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-30T20:21:56.127443] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-30T20:21:56.127610] [INFO ] [sig       ] FCN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:56.275818] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCN.txt
[2025-12-30T20:21:56.275951] [INFO ] [sig       ] [1184/3539] Completed FCN in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-30T20:21:56.275991] [INFO ] [sig       ] [1185/3539] Forecasting FCNCA...
[2025-12-30T20:21:56.276020] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-30T20:21:56.276049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-30T20:21:56.288661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-30T20:21:56.289001] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-30T20:21:56.289858] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-30T20:21:56.289911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:56.289943] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:56.289969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:56.290027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:56.354203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:56.355032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:56.355137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:56.355183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:56.478619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:56.478785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:56.478826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:56.478855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:56.482400] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-30T20:21:56.482722] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-30T20:21:56.482855] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:56.640800] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCNCA.txt
[2025-12-30T20:21:56.640957] [INFO ] [sig       ] [1185/3539] Completed FCNCA in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:56.641006] [INFO ] [sig       ] [1186/3539] Forecasting FCNCO...
[2025-12-30T20:21:56.641037] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-30T20:21:56.641067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-30T20:21:56.652958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-30T20:21:56.653294] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-30T20:21:56.654171] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-30T20:21:56.654225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:56.654256] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:56.654283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:56.654341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:56.716034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:56.717163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:56.717451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:56.717485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:56.827189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:56.827345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:56.827386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:56.827449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:56.831065] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-30T20:21:56.831543] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-30T20:21:56.831688] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:56.972823] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FCNCO.txt
[2025-12-30T20:21:56.972980] [INFO ] [sig       ] [1186/3539] Completed FCNCO in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:56.973020] [INFO ] [sig       ] [1187/3539] Forecasting FCNCP...
[2025-12-30T20:21:56.973053] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-30T20:21:56.973086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-30T20:21:56.984385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-30T20:21:56.984759] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-30T20:21:56.985675] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-30T20:21:56.985738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:56.985770] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:56.985796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:56.985853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:57.043306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:57.044196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:57.044284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:57.044316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:57.154111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:57.154280] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:21:57.154331] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:57.154361] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:57.157823] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-12-30T20:21:57.158124] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-30T20:21:57.158255] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:57.305771] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCNCP.txt
[2025-12-30T20:21:57.305924] [INFO ] [sig       ] [1187/3539] Completed FCNCP in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:57.305963] [INFO ] [sig       ] [1188/3539] Forecasting FCTE...
[2025-12-30T20:21:57.305993] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-30T20:21:57.306023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-30T20:21:57.317645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-30T20:21:57.318038] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-30T20:21:57.318915] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-30T20:21:57.318969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:57.319001] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:57.319038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:57.319125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:57.381686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:57.382558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:57.382682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:57.382731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:57.509718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:57.509894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:57.509952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:57.509991] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:57.513456] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-30T20:21:57.513757] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-30T20:21:57.513886] [INFO ] [sig       ] FCTE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:57.668290] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FCTE.txt
[2025-12-30T20:21:57.668440] [INFO ] [sig       ] [1188/3539] Completed FCTE in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:57.668480] [INFO ] [sig       ] [1189/3539] Forecasting FCX...
[2025-12-30T20:21:57.668510] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-30T20:21:57.668542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-30T20:21:57.680505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-30T20:21:57.680934] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-30T20:21:57.681862] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-30T20:21:57.681916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:57.681948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:57.681975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:57.682033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:57.741481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:57.742280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:57.742366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:57.742397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:57.870539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:57.870709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:57.870749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:57.870779] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:57.874938] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-12-30T20:21:57.875421] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-30T20:21:57.875595] [INFO ] [sig       ] FCX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:58.015602] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FCX.txt
[2025-12-30T20:21:58.015753] [INFO ] [sig       ] [1189/3539] Completed FCX in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:58.015794] [INFO ] [sig       ] [1190/3539] Forecasting FDBC...
[2025-12-30T20:21:58.015823] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-30T20:21:58.015853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-30T20:21:58.025612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-30T20:21:58.025879] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-30T20:21:58.026778] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-30T20:21:58.026832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:58.026864] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:58.026890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:58.026947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:58.085056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:58.086109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:58.086193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:58.086226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:58.187113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:58.187278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:58.187321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:58.187353] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:58.190840] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-30T20:21:58.191154] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-30T20:21:58.191311] [INFO ] [sig       ] FDBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:58.339772] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FDBC.txt
[2025-12-30T20:21:58.339949] [INFO ] [sig       ] [1190/3539] Completed FDBC in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:58.339994] [INFO ] [sig       ] [1191/3539] Forecasting FDIF...
[2025-12-30T20:21:58.340024] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-30T20:21:58.340056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-30T20:21:58.351167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-30T20:21:58.351513] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-30T20:21:58.352378] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-30T20:21:58.352431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:58.352462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:58.352488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:58.352545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:58.413523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:58.414344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:58.414428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:58.414462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:58.525681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:58.525842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:58.525887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:58.525917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:58.529974] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-30T20:21:58.530248] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-30T20:21:58.530370] [INFO ] [sig       ] FDIF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:21:58.677646] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FDIF.txt
[2025-12-30T20:21:58.677802] [INFO ] [sig       ] [1191/3539] Completed FDIF in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:58.677843] [INFO ] [sig       ] [1192/3539] Forecasting FDIG...
[2025-12-30T20:21:58.677874] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-30T20:21:58.677905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-30T20:21:58.691445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-30T20:21:58.691775] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-30T20:21:58.692546] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-30T20:21:58.692618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:58.692653] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:58.692680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:58.692742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:58.753074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:58.754000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:58.754087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:58.754127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:58.870265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:58.870426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:58.870468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:58.870495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:58.873933] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-30T20:21:58.874241] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-30T20:21:58.874371] [INFO ] [sig       ] FDIG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:59.015399] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FDIG.txt
[2025-12-30T20:21:59.015543] [INFO ] [sig       ] [1192/3539] Completed FDIG in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:59.015602] [INFO ] [sig       ] [1193/3539] Forecasting FDP...
[2025-12-30T20:21:59.015634] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-30T20:21:59.015664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-30T20:21:59.028364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-30T20:21:59.028924] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-30T20:21:59.029916] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-30T20:21:59.029968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:59.030000] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:59.030027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:59.030086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:59.087117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:59.087912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:59.088021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:59.088054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:59.211233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:59.211374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:59.211412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:59.211440] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:59.214716] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=75.31%)
[2025-12-30T20:21:59.214993] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-30T20:21:59.215126] [INFO ] [sig       ] FDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:59.356740] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FDP.txt
[2025-12-30T20:21:59.356918] [INFO ] [sig       ] [1193/3539] Completed FDP in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:59.356961] [INFO ] [sig       ] [1194/3539] Forecasting FDS...
[2025-12-30T20:21:59.356991] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-30T20:21:59.357021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-30T20:21:59.368366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-30T20:21:59.368737] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-30T20:21:59.369522] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-30T20:21:59.369595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:59.369630] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:59.369657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:59.369716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:59.427289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:59.428029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:59.428117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:59.428156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:59.548032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:59.548211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:59.548255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:59.548283] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:59.551912] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-30T20:21:59.552221] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-30T20:21:59.552351] [INFO ] [sig       ] FDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:21:59.704600] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FDS.txt
[2025-12-30T20:21:59.704789] [INFO ] [sig       ] [1194/3539] Completed FDS in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:21:59.704837] [INFO ] [sig       ] [1195/3539] Forecasting FDTX...
[2025-12-30T20:21:59.704872] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-30T20:21:59.704910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-30T20:21:59.718208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-30T20:21:59.718566] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-30T20:21:59.719543] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-30T20:21:59.719625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:21:59.719664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:21:59.719695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:21:59.719769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:21:59.782163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:21:59.783077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:21:59.783165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:21:59.783198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:21:59.903531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:21:59.903700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:21:59.903742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:21:59.903770] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:21:59.907049] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-30T20:21:59.907317] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-30T20:21:59.907437] [INFO ] [sig       ] FDTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:00.049132] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FDTX.txt
[2025-12-30T20:22:00.049288] [INFO ] [sig       ] [1195/3539] Completed FDTX in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:22:00.049329] [INFO ] [sig       ] [1196/3539] Forecasting FDUS...
[2025-12-30T20:22:00.049359] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-30T20:22:00.049389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-30T20:22:00.060622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-30T20:22:00.060920] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-30T20:22:00.061690] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-30T20:22:00.061741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:00.061773] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:00.061800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:00.061857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:00.118598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:00.119427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:00.119513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:00.119545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:00.238456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:00.238564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:00.238620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:00.238649] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:00.242059] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-30T20:22:00.242343] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-30T20:22:00.242469] [INFO ] [sig       ] FDUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:00.387163] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FDUS.txt
[2025-12-30T20:22:00.387555] [INFO ] [sig       ] [1196/3539] Completed FDUS in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:22:00.390609] [INFO ] [sig       ] [1197/3539] Forecasting FDX...
[2025-12-30T20:22:00.390661] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-30T20:22:00.390699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-30T20:22:00.405645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-30T20:22:00.406220] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-30T20:22:00.407091] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-30T20:22:00.407147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:00.407181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:00.407211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:00.407275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:00.483600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:00.484506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:00.484621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:00.484658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:00.618407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:00.618564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:00.618627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:00.618657] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:00.622290] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-30T20:22:00.622594] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-30T20:22:00.622726] [INFO ] [sig       ] FDX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:00.773498] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FDX.txt
[2025-12-30T20:22:00.773659] [INFO ] [sig       ] [1197/3539] Completed FDX in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:22:00.773702] [INFO ] [sig       ] [1198/3539] Forecasting FE...
[2025-12-30T20:22:00.773731] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-30T20:22:00.773761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-30T20:22:00.785789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-30T20:22:00.786150] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-30T20:22:00.787001] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-30T20:22:00.787062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:00.787124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:00.787171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:00.787257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:00.848422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:00.849365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:00.849469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:00.849512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:00.973950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:00.974109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:00.974151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:00.974180] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:00.977808] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=44.28%)
[2025-12-30T20:22:00.978167] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-30T20:22:00.978336] [INFO ] [sig       ] FE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:01.122459] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FE.txt
[2025-12-30T20:22:01.122616] [INFO ] [sig       ] [1198/3539] Completed FE in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:22:01.122668] [INFO ] [sig       ] [1199/3539] Forecasting FEIM...
[2025-12-30T20:22:01.122699] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-30T20:22:01.122729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-30T20:22:01.134506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-30T20:22:01.134866] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-30T20:22:01.135642] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-30T20:22:01.135693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:01.135725] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:01.135752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:01.135809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:01.192855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:01.193725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:01.193816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:01.193849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:01.312154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:01.312319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:01.312361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:01.312390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:01.315778] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-30T20:22:01.316046] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-30T20:22:01.316167] [INFO ] [sig       ] FEIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:01.459368] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FEIM.txt
[2025-12-30T20:22:01.459527] [INFO ] [sig       ] [1199/3539] Completed FEIM in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-30T20:22:01.459566] [INFO ] [sig       ] [1200/3539] Forecasting FELE...
[2025-12-30T20:22:01.459620] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-30T20:22:01.459651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-30T20:22:01.470881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-30T20:22:01.471212] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-30T20:22:01.471989] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-30T20:22:01.472042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:01.472122] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:01.472150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:01.472208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:01.529544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:01.530441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:01.530529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:01.530562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:01.653763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:01.653924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:01.653966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:01.653995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:01.657290] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-30T20:22:01.657559] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-30T20:22:01.657699] [INFO ] [sig       ] FELE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:01.801698] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FELE.txt
[2025-12-30T20:22:01.801861] [INFO ] [sig       ] [1200/3539] Completed FELE in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-30T20:22:01.801902] [INFO ] [sig       ] [1201/3539] Forecasting FEM...
[2025-12-30T20:22:01.801932] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-30T20:22:01.801963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-30T20:22:01.813642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-30T20:22:01.814019] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-30T20:22:01.814851] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-30T20:22:01.814903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:01.814934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:01.814959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:01.815015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:01.872384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:01.873299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:01.873390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:01.873422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:02.004067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:02.004234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:02.004277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:02.004305] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:02.008128] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-30T20:22:02.008697] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-30T20:22:02.008860] [INFO ] [sig       ] FEM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:02.157211] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FEM.txt
[2025-12-30T20:22:02.157367] [INFO ] [sig       ] [1201/3539] Completed FEM in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-30T20:22:02.157414] [INFO ] [sig       ] [1202/3539] Forecasting FEMB...
[2025-12-30T20:22:02.157445] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-30T20:22:02.157476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-30T20:22:02.168739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-30T20:22:02.169108] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-30T20:22:02.169897] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-30T20:22:02.169950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:02.169982] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:02.170008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:02.170065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:02.227443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:02.228298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:02.228384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:02.228416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:02.351554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:02.351732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:02.351773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:02.351801] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:02.355156] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-30T20:22:02.355447] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-30T20:22:02.355592] [INFO ] [sig       ] FEMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:02.499763] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FEMB.txt
[2025-12-30T20:22:02.499922] [INFO ] [sig       ] [1202/3539] Completed FEMB in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:02.499963] [INFO ] [sig       ] [1203/3539] Forecasting FEMS...
[2025-12-30T20:22:02.499994] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-30T20:22:02.500025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-30T20:22:02.514233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-30T20:22:02.514636] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-30T20:22:02.515421] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-30T20:22:02.515473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:02.515505] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:02.515531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:02.515606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:02.582140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:02.583023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:02.583147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:02.583183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:02.706892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:02.707065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:02.707114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:02.707180] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:02.710785] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-30T20:22:02.711109] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-30T20:22:02.711266] [INFO ] [sig       ] FEMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:02.859760] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FEMS.txt
[2025-12-30T20:22:02.859913] [INFO ] [sig       ] [1203/3539] Completed FEMS in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:02.859954] [INFO ] [sig       ] [1204/3539] Forecasting FEP...
[2025-12-30T20:22:02.859983] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-30T20:22:02.860015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-30T20:22:02.871438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-30T20:22:02.871739] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-30T20:22:02.872487] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-30T20:22:02.872540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:02.872591] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:02.872621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:02.872684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:02.934745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:02.935599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:02.935683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:02.935718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:03.054563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:03.054730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:03.054772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:03.054800] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:03.058252] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-30T20:22:03.058533] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-30T20:22:03.058679] [INFO ] [sig       ] FEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:03.201648] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FEP.txt
[2025-12-30T20:22:03.201775] [INFO ] [sig       ] [1204/3539] Completed FEP in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:03.201814] [INFO ] [sig       ] [1205/3539] Forecasting FEPI...
[2025-12-30T20:22:03.201843] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-30T20:22:03.201872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-30T20:22:03.213036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-30T20:22:03.213313] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-30T20:22:03.214070] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-30T20:22:03.214122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:03.214153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:03.214179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:03.214236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:03.273406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:03.274224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:03.274308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:03.274352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:03.396407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:03.396559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:03.396621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:03.396674] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:03.400101] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-30T20:22:03.400386] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-30T20:22:03.400510] [INFO ] [sig       ] FEPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:03.544838] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FEPI.txt
[2025-12-30T20:22:03.544981] [INFO ] [sig       ] [1205/3539] Completed FEPI in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:03.545022] [INFO ] [sig       ] [1206/3539] Forecasting FERG...
[2025-12-30T20:22:03.545051] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-30T20:22:03.545082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-30T20:22:03.558318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-30T20:22:03.558626] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-30T20:22:03.559446] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-30T20:22:03.559497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:03.559528] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:03.559553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:03.559638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:03.618869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:03.619678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:03.619764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:03.619798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:03.745130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:03.745283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:03.745323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:03.745350] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:03.748772] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-30T20:22:03.749076] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-30T20:22:03.749212] [INFO ] [sig       ] FERG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:03.893002] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FERG.txt
[2025-12-30T20:22:03.893163] [INFO ] [sig       ] [1206/3539] Completed FERG in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:03.893205] [INFO ] [sig       ] [1207/3539] Forecasting FEX...
[2025-12-30T20:22:03.893234] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-30T20:22:03.893264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-30T20:22:03.904391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-30T20:22:03.904793] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-30T20:22:03.905601] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-30T20:22:03.905655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:03.905687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:03.905713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:03.905770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:03.966681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:03.967520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:03.967640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:03.967677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:04.084621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:04.084774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:04.084815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:04.084845] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:04.088262] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-30T20:22:04.088544] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-30T20:22:04.088701] [INFO ] [sig       ] FEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:04.231765] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FEX.txt
[2025-12-30T20:22:04.231903] [INFO ] [sig       ] [1207/3539] Completed FEX in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:04.231944] [INFO ] [sig       ] [1208/3539] Forecasting FF...
[2025-12-30T20:22:04.231974] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-30T20:22:04.232004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-30T20:22:04.243395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-30T20:22:04.243691] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-30T20:22:04.244439] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-30T20:22:04.244491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:04.244523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:04.244549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:04.244627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:04.303311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:04.303999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:04.304082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:04.304115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:04.425273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:04.425424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:04.425465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:04.425495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:04.428963] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-30T20:22:04.429241] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-30T20:22:04.429367] [INFO ] [sig       ] FF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:04.576040] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FF.txt
[2025-12-30T20:22:04.576187] [INFO ] [sig       ] [1208/3539] Completed FF in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:04.576229] [INFO ] [sig       ] [1209/3539] Forecasting FFA...
[2025-12-30T20:22:04.576259] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-30T20:22:04.576289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-30T20:22:04.587322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-30T20:22:04.587630] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-30T20:22:04.588377] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-30T20:22:04.588428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:04.588459] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:04.588496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:04.588554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:04.645701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:04.646309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:04.646386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:04.646418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:04.765415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:04.765600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:04.765647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:04.765677] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:04.769325] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-30T20:22:04.769708] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-30T20:22:04.769861] [INFO ] [sig       ] FFA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:04.914486] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FFA.txt
[2025-12-30T20:22:04.914658] [INFO ] [sig       ] [1209/3539] Completed FFA in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:04.914703] [INFO ] [sig       ] [1210/3539] Forecasting FFBC...
[2025-12-30T20:22:04.914747] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-30T20:22:04.914790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-30T20:22:04.927273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-30T20:22:04.927653] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-30T20:22:04.928522] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-30T20:22:04.928598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:04.928633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:04.928662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:04.928752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:04.990658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:04.991514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:04.991631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:04.991698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:05.110738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:05.110895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:05.110937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:05.110966] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:05.114407] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-30T20:22:05.114722] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-30T20:22:05.114858] [INFO ] [sig       ] FFBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:05.256387] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FFBC.txt
[2025-12-30T20:22:05.256541] [INFO ] [sig       ] [1210/3539] Completed FFBC in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:05.256599] [INFO ] [sig       ] [1211/3539] Forecasting FFC...
[2025-12-30T20:22:05.256630] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-30T20:22:05.256661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-30T20:22:05.268493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-30T20:22:05.268921] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-30T20:22:05.269748] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-30T20:22:05.269803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:05.269835] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:05.269861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:05.269918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:05.328407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:05.329318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:05.329409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:05.329444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:05.458372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:05.458552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:05.458611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:05.458650] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:05.462214] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-30T20:22:05.462539] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-30T20:22:05.462692] [INFO ] [sig       ] FFC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:05.603520] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FFC.txt
[2025-12-30T20:22:05.603712] [INFO ] [sig       ] [1211/3539] Completed FFC in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:05.603758] [INFO ] [sig       ] [1212/3539] Forecasting FFIC...
[2025-12-30T20:22:05.603787] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-30T20:22:05.603817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-30T20:22:05.615326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-30T20:22:05.615664] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-30T20:22:05.616421] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-30T20:22:05.616472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:05.616503] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:05.616529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:05.616608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:05.672937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:05.673778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:05.673891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:05.673957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:05.793205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:05.793361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:05.793402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:05.793430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:05.796724] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-30T20:22:05.796992] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-30T20:22:05.797113] [INFO ] [sig       ] FFIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:05.938316] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FFIC.txt
[2025-12-30T20:22:05.938446] [INFO ] [sig       ] [1212/3539] Completed FFIC in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:05.938484] [INFO ] [sig       ] [1213/3539] Forecasting FFIN...
[2025-12-30T20:22:05.938513] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-30T20:22:05.938549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-30T20:22:05.949707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-30T20:22:05.949961] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-30T20:22:05.950718] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-30T20:22:05.950769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:05.950800] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:05.950828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:05.950885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:06.008160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:06.008893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:06.008974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:06.009007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:06.127982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:06.128139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:06.128192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:06.128246] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:06.131809] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=66.23%)
[2025-12-30T20:22:06.132115] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-30T20:22:06.132260] [INFO ] [sig       ] FFIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:06.274465] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FFIN.txt
[2025-12-30T20:22:06.274641] [INFO ] [sig       ] [1213/3539] Completed FFIN in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:06.274685] [INFO ] [sig       ] [1214/3539] Forecasting FFWM...
[2025-12-30T20:22:06.274717] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-30T20:22:06.274749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-30T20:22:06.285379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-30T20:22:06.285705] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-30T20:22:06.286503] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-30T20:22:06.286556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:06.286613] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:06.286641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:06.286701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:06.344606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:06.345267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:06.345353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:06.345386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:06.463105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:06.463263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:06.463302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:06.463331] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:06.466647] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-30T20:22:06.466915] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-30T20:22:06.467036] [INFO ] [sig       ] FFWM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:06.607830] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FFWM.txt
[2025-12-30T20:22:06.607991] [INFO ] [sig       ] [1214/3539] Completed FFWM in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:06.608031] [INFO ] [sig       ] [1215/3539] Forecasting FG...
[2025-12-30T20:22:06.608063] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-30T20:22:06.608095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-30T20:22:06.619371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-30T20:22:06.619713] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-30T20:22:06.620463] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-30T20:22:06.620515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:06.620546] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:06.620592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:06.620652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:06.678086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:06.678815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:06.678896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:06.678928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:06.797112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:06.797267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:06.797308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:06.797339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:06.800817] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-30T20:22:06.801096] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-30T20:22:06.801222] [INFO ] [sig       ] FG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:06.946279] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FG.txt
[2025-12-30T20:22:06.946420] [INFO ] [sig       ] [1215/3539] Completed FG in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:06.946465] [INFO ] [sig       ] [1216/3539] Forecasting FGEN...
[2025-12-30T20:22:06.946495] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-30T20:22:06.946526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-30T20:22:06.958493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-30T20:22:06.958939] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-30T20:22:06.959807] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-30T20:22:06.959862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:06.959903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:06.959932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:06.959990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:07.018846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:07.019757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:07.019884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:07.019933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:07.141110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:07.141273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:07.141313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:07.141344] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:07.144840] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-30T20:22:07.145130] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-30T20:22:07.145259] [INFO ] [sig       ] FGEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:07.289861] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FGEN.txt
[2025-12-30T20:22:07.289992] [INFO ] [sig       ] [1216/3539] Completed FGEN in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-30T20:22:07.290031] [INFO ] [sig       ] [1217/3539] Forecasting FHB...
[2025-12-30T20:22:07.290060] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-30T20:22:07.290091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-30T20:22:07.301164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-30T20:22:07.301455] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-30T20:22:07.302245] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-30T20:22:07.302303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:07.302381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:07.302410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:07.302470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:07.362144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:07.362919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:07.363001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:07.363035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:07.480925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:07.481076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:07.481116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:07.481143] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:07.484427] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-30T20:22:07.484721] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-30T20:22:07.484847] [INFO ] [sig       ] FHB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:07.624512] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FHB.txt
[2025-12-30T20:22:07.624661] [INFO ] [sig       ] [1217/3539] Completed FHB in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-30T20:22:07.624702] [INFO ] [sig       ] [1218/3539] Forecasting FHI...
[2025-12-30T20:22:07.624731] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-30T20:22:07.624762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-30T20:22:07.635814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-30T20:22:07.636078] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-30T20:22:07.636838] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-30T20:22:07.636890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:07.636920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:07.636946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:07.637004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:07.694525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:07.695174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:07.695253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:07.695285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:07.813656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:07.813804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:07.813846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:07.813874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:07.817132] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-30T20:22:07.817402] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-30T20:22:07.817521] [INFO ] [sig       ] FHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:07.961056] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FHI.txt
[2025-12-30T20:22:07.961195] [INFO ] [sig       ] [1218/3539] Completed FHI in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:07.961234] [INFO ] [sig       ] [1219/3539] Forecasting FHN...
[2025-12-30T20:22:07.961264] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-30T20:22:07.961295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-30T20:22:07.978552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-30T20:22:07.978931] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-30T20:22:07.979805] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-30T20:22:07.979859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:07.979891] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:07.979930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:07.980004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:08.040259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:08.041091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:08.041179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:08.041213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:08.163496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:08.163675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:08.163718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:08.163747] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:08.167523] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-30T20:22:08.167821] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-30T20:22:08.167948] [INFO ] [sig       ] FHN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:08.326529] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FHN.txt
[2025-12-30T20:22:08.326705] [INFO ] [sig       ] [1219/3539] Completed FHN in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:08.326747] [INFO ] [sig       ] [1220/3539] Forecasting FHTX...
[2025-12-30T20:22:08.326776] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-30T20:22:08.326808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-30T20:22:08.339318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-30T20:22:08.339740] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-30T20:22:08.340648] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-30T20:22:08.340703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:08.340735] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:08.340763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:08.340834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:08.408137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:08.409083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:08.409174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:08.409226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:08.534193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:08.534348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:08.534389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:08.534450] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:08.537788] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-30T20:22:08.538060] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-30T20:22:08.538182] [INFO ] [sig       ] FHTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:08.678631] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FHTX.txt
[2025-12-30T20:22:08.678797] [INFO ] [sig       ] [1220/3539] Completed FHTX in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:08.678838] [INFO ] [sig       ] [1221/3539] Forecasting FIBK...
[2025-12-30T20:22:08.678869] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-30T20:22:08.678899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-30T20:22:08.690489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-30T20:22:08.690834] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-30T20:22:08.691640] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-30T20:22:08.691693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:08.691725] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:08.691753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:08.691813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:08.753715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:08.754566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:08.754672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:08.754705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:08.881680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:08.881837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:08.881896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:08.881935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:08.885727] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-30T20:22:08.886034] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-30T20:22:08.886191] [INFO ] [sig       ] FIBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:09.044177] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIBK.txt
[2025-12-30T20:22:09.044336] [INFO ] [sig       ] [1221/3539] Completed FIBK in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:09.044379] [INFO ] [sig       ] [1222/3539] Forecasting FICO...
[2025-12-30T20:22:09.044411] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-30T20:22:09.044446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-30T20:22:09.056694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-30T20:22:09.057026] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-30T20:22:09.057917] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-30T20:22:09.057984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:09.058018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:09.058057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:09.058162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:09.125108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:09.125936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:09.126025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:09.126059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:09.254165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:09.254322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:09.254368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:09.254411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:09.258155] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-30T20:22:09.258458] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-30T20:22:09.258623] [INFO ] [sig       ] FICO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:09.420489] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FICO.txt
[2025-12-30T20:22:09.420671] [INFO ] [sig       ] [1222/3539] Completed FICO in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:09.420732] [INFO ] [sig       ] [1223/3539] Forecasting FICS...
[2025-12-30T20:22:09.420767] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-30T20:22:09.420798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-30T20:22:09.432812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-30T20:22:09.433205] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-30T20:22:09.434101] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-30T20:22:09.434169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:09.434213] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:09.434243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:09.434302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:09.501682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:09.502613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:09.502714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:09.502759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:09.631805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:09.631964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:09.632005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:09.632033] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:09.635336] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-12-30T20:22:09.635632] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-30T20:22:09.635755] [INFO ] [sig       ] FICS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:09.776309] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FICS.txt
[2025-12-30T20:22:09.776464] [INFO ] [sig       ] [1223/3539] Completed FICS in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:09.776503] [INFO ] [sig       ] [1224/3539] Forecasting FID...
[2025-12-30T20:22:09.776534] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-30T20:22:09.776564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-30T20:22:09.787475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-30T20:22:09.787752] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-30T20:22:09.788491] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-30T20:22:09.788542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:09.788591] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:09.788621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:09.788677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:09.847351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:09.848264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:09.848353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:09.848406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:09.973218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:09.973378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:09.973429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:09.973472] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:09.977260] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-30T20:22:09.977569] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-30T20:22:09.977725] [INFO ] [sig       ] FID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:10.143109] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FID.txt
[2025-12-30T20:22:10.143250] [INFO ] [sig       ] [1224/3539] Completed FID in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:10.143300] [INFO ] [sig       ] [1225/3539] Forecasting FIGS...
[2025-12-30T20:22:10.143343] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-30T20:22:10.143386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-30T20:22:10.155082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-30T20:22:10.155446] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-30T20:22:10.156330] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-30T20:22:10.156384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:10.156419] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:10.156462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:10.156536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:10.222621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:10.223531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:10.223673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:10.223722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:10.354646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:10.354797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:10.354843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:10.354892] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:10.358646] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-30T20:22:10.358969] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-30T20:22:10.359114] [INFO ] [sig       ] FIGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:10.512002] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIGS.txt
[2025-12-30T20:22:10.512157] [INFO ] [sig       ] [1225/3539] Completed FIGS in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:10.512201] [INFO ] [sig       ] [1226/3539] Forecasting FIHL...
[2025-12-30T20:22:10.512232] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-30T20:22:10.512264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-30T20:22:10.524064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-30T20:22:10.524429] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-30T20:22:10.525225] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-30T20:22:10.525278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:10.525309] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:10.525335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:10.525392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:10.583150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:10.584075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:10.584194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:10.584227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:10.705516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:10.705682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:10.705724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:10.705753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:10.709438] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-30T20:22:10.709756] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-30T20:22:10.709888] [INFO ] [sig       ] FIHL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:10.864868] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FIHL.txt
[2025-12-30T20:22:10.865005] [INFO ] [sig       ] [1226/3539] Completed FIHL in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:10.865044] [INFO ] [sig       ] [1227/3539] Forecasting FINS...
[2025-12-30T20:22:10.865074] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-30T20:22:10.865103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-30T20:22:10.877248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-30T20:22:10.877674] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-30T20:22:10.878474] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-30T20:22:10.878528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:10.878560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:10.878611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:10.878671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:10.938645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:10.939640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:10.939797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:10.939840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:11.062963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:11.063125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:11.063167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:11.063196] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:11.066686] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-30T20:22:11.067015] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-30T20:22:11.067144] [INFO ] [sig       ] FINS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:11.213453] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FINS.txt
[2025-12-30T20:22:11.213643] [INFO ] [sig       ] [1227/3539] Completed FINS in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:11.213687] [INFO ] [sig       ] [1228/3539] Forecasting FINX...
[2025-12-30T20:22:11.213719] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-30T20:22:11.213750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-30T20:22:11.225415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-30T20:22:11.225812] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-30T20:22:11.226659] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-30T20:22:11.226714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:11.226745] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:11.226773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:11.226850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:11.288319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:11.289231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:11.289315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:11.289349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:11.411648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:11.411812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:11.411854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:11.411910] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:11.415300] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-30T20:22:11.415621] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-30T20:22:11.415778] [INFO ] [sig       ] FINX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:11.560598] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FINX.txt
[2025-12-30T20:22:11.560757] [INFO ] [sig       ] [1228/3539] Completed FINX in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:11.560798] [INFO ] [sig       ] [1229/3539] Forecasting FIP...
[2025-12-30T20:22:11.560826] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-30T20:22:11.560857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-30T20:22:11.572078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-30T20:22:11.572370] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-30T20:22:11.573134] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-30T20:22:11.573186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:11.573217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:11.573243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:11.573300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:11.633282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:11.634050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:11.634134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:11.634167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:11.757242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:11.757398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:11.757457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:11.757488] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:11.761075] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=9.74%)
[2025-12-30T20:22:11.761349] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-30T20:22:11.761474] [INFO ] [sig       ] FIP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:11.905140] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIP.txt
[2025-12-30T20:22:11.905289] [INFO ] [sig       ] [1229/3539] Completed FIP in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:11.905328] [INFO ] [sig       ] [1230/3539] Forecasting FIS...
[2025-12-30T20:22:11.905357] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-30T20:22:11.905388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-30T20:22:11.917530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-30T20:22:11.917860] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-30T20:22:11.918621] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-30T20:22:11.918672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:11.918704] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:11.918761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:11.918822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:11.976940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:11.977787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:11.977873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:11.977906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:12.100026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:12.100186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:12.100227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:12.100256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:12.103790] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-30T20:22:12.104082] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-30T20:22:12.104238] [INFO ] [sig       ] FIS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:12.249190] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIS.txt
[2025-12-30T20:22:12.249371] [INFO ] [sig       ] [1230/3539] Completed FIS in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:12.249412] [INFO ] [sig       ] [1231/3539] Forecasting FISI...
[2025-12-30T20:22:12.249442] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-30T20:22:12.249473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-30T20:22:12.260765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-30T20:22:12.261150] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-30T20:22:12.261946] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-30T20:22:12.261998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:12.262029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:12.262055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:12.262112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:12.321252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:12.322150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:12.322236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:12.322268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:12.446431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:12.446616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:12.446658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:12.446687] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:12.450182] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=22.49%)
[2025-12-30T20:22:12.450465] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-30T20:22:12.450614] [INFO ] [sig       ] FISI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:12.602974] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FISI.txt
[2025-12-30T20:22:12.603147] [INFO ] [sig       ] [1231/3539] Completed FISI in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:12.603187] [INFO ] [sig       ] [1232/3539] Forecasting FITB...
[2025-12-30T20:22:12.603217] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-30T20:22:12.603261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-30T20:22:12.615423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-30T20:22:12.615830] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-30T20:22:12.616666] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-30T20:22:12.616719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:12.616751] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:12.616779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:12.616837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:12.675829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:12.676749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:12.676837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:12.676870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:12.800322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:12.800481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:12.800522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:12.800552] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:12.804231] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-30T20:22:12.804550] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-30T20:22:12.804906] [INFO ] [sig       ] FITB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:12.955235] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FITB.txt
[2025-12-30T20:22:12.955380] [INFO ] [sig       ] [1232/3539] Completed FITB in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:12.955419] [INFO ] [sig       ] [1233/3539] Forecasting FITBI...
[2025-12-30T20:22:12.955448] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-30T20:22:12.955479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-30T20:22:12.966454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-30T20:22:12.966782] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-30T20:22:12.967554] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-30T20:22:12.967629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:12.967702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:12.967733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:12.967794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:13.026287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:13.026934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:13.027018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:13.027052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:13.151243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:13.151382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:13.151424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:13.151455] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:13.154813] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-12-30T20:22:13.155083] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-30T20:22:13.155206] [INFO ] [sig       ] FITBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:13.302822] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FITBI.txt
[2025-12-30T20:22:13.303000] [INFO ] [sig       ] [1233/3539] Completed FITBI in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-30T20:22:13.303049] [INFO ] [sig       ] [1234/3539] Forecasting FITBO...
[2025-12-30T20:22:13.303078] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-30T20:22:13.303108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-30T20:22:13.314412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-30T20:22:13.314772] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-30T20:22:13.315594] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-30T20:22:13.315648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:13.315713] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:13.315743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:13.315801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:13.374720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:13.375533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:13.375633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:13.375669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:13.499593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:13.499742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:13.499784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:13.499813] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:13.503185] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-30T20:22:13.503462] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-30T20:22:13.503606] [INFO ] [sig       ] FITBO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:13.655318] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FITBO.txt
[2025-12-30T20:22:13.655429] [INFO ] [sig       ] [1234/3539] Completed FITBO in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-30T20:22:13.655468] [INFO ] [sig       ] [1235/3539] Forecasting FIVE...
[2025-12-30T20:22:13.655497] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-30T20:22:13.655529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-30T20:22:13.668131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-30T20:22:13.668430] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-30T20:22:13.669408] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-30T20:22:13.669461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:13.669495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:13.669521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:13.669594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:13.730863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:13.731467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:13.731546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:13.731596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:13.857799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:13.857918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:13.857956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:13.857983] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:13.861171] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-30T20:22:13.861439] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-30T20:22:13.861557] [INFO ] [sig       ] FIVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:14.004263] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FIVE.txt
[2025-12-30T20:22:14.004397] [INFO ] [sig       ] [1235/3539] Completed FIVE in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-30T20:22:14.004436] [INFO ] [sig       ] [1236/3539] Forecasting FIVN...
[2025-12-30T20:22:14.004471] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-30T20:22:14.004500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-30T20:22:14.016397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-30T20:22:14.016724] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-30T20:22:14.017513] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-30T20:22:14.017567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:14.017629] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:14.017660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:14.017720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:14.077157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:14.077778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:14.077856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:14.077890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:14.204772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:14.204911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:14.204953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:14.204982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:14.208532] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-30T20:22:14.208840] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-30T20:22:14.208966] [INFO ] [sig       ] FIVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:14.349542] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FIVN.txt
[2025-12-30T20:22:14.349670] [INFO ] [sig       ] [1236/3539] Completed FIVN in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:14.349714] [INFO ] [sig       ] [1237/3539] Forecasting FIX...
[2025-12-30T20:22:14.349743] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-30T20:22:14.349776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-30T20:22:14.361113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-30T20:22:14.361405] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-30T20:22:14.362213] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-30T20:22:14.362267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:14.362301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:14.362328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:14.362387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:14.421416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:14.422037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:14.422119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:14.422152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:14.543879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:14.544005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:14.544044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:14.544104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:14.552479] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-12-30T20:22:14.553005] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-30T20:22:14.553207] [INFO ] [sig       ] FIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:14.695484] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FIX.txt
[2025-12-30T20:22:14.695639] [INFO ] [sig       ] [1237/3539] Completed FIX in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:14.695681] [INFO ] [sig       ] [1238/3539] Forecasting FIXD...
[2025-12-30T20:22:14.695711] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-30T20:22:14.695741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-30T20:22:14.707534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-30T20:22:14.707851] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-30T20:22:14.708675] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-30T20:22:14.708757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:14.708790] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:14.708819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:14.708877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:14.768504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:14.769293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:14.769375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:14.769424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:14.889450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:14.889601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:14.889644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:14.889672] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:14.892933] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-30T20:22:14.893203] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-30T20:22:14.893339] [INFO ] [sig       ] FIXD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:15.038202] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIXD.txt
[2025-12-30T20:22:15.038357] [INFO ] [sig       ] [1238/3539] Completed FIXD in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:15.038397] [INFO ] [sig       ] [1239/3539] Forecasting FIZZ...
[2025-12-30T20:22:15.038428] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-30T20:22:15.038458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-30T20:22:15.050890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-30T20:22:15.051185] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-30T20:22:15.051952] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-30T20:22:15.052003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:15.052035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:15.052062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:15.052120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:15.112529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:15.113193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:15.113277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:15.113310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:15.239063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:15.239201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:15.239239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:15.239268] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:15.243258] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-12-30T20:22:15.243539] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-30T20:22:15.243685] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:15.395158] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FIZZ.txt
[2025-12-30T20:22:15.395277] [INFO ] [sig       ] [1239/3539] Completed FIZZ in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:15.395318] [INFO ] [sig       ] [1240/3539] Forecasting FJP...
[2025-12-30T20:22:15.395349] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-30T20:22:15.395383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-30T20:22:15.406935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-30T20:22:15.407215] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-30T20:22:15.407976] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-30T20:22:15.408027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:15.408058] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:15.408084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:15.408141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:15.468787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:15.469386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:15.469467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:15.469500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:15.581170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:15.581318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:15.581405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:15.581449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:15.585266] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-30T20:22:15.585549] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-30T20:22:15.585695] [INFO ] [sig       ] FJP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:15.733524] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FJP.txt
[2025-12-30T20:22:15.733662] [INFO ] [sig       ] [1240/3539] Completed FJP in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:15.733703] [INFO ] [sig       ] [1241/3539] Forecasting FLEX...
[2025-12-30T20:22:15.733733] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-30T20:22:15.733764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-30T20:22:15.744631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-30T20:22:15.744909] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-30T20:22:15.745689] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-30T20:22:15.745740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:15.745772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:15.745799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:15.745857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:15.806227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:15.806873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:15.806955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:15.806997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:15.929038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:15.929193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:15.929232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:15.929260] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:15.932664] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-30T20:22:15.932946] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-30T20:22:15.933073] [INFO ] [sig       ] FLEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:16.081887] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLEX.txt
[2025-12-30T20:22:16.082057] [INFO ] [sig       ] [1241/3539] Completed FLEX in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:16.082101] [INFO ] [sig       ] [1242/3539] Forecasting FLGC...
[2025-12-30T20:22:16.082133] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-30T20:22:16.082165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-30T20:22:16.093049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-30T20:22:16.093325] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-30T20:22:16.094132] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-30T20:22:16.094184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:16.094217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:16.094244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:16.094303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:16.153380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:16.154088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:16.154200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:16.154237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:16.269042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:16.269180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:16.269220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:16.269247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:16.272499] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-30T20:22:16.272783] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-30T20:22:16.272902] [INFO ] [sig       ] FLGC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:16.424908] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLGC.txt
[2025-12-30T20:22:16.425026] [INFO ] [sig       ] [1242/3539] Completed FLGC in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:16.425064] [INFO ] [sig       ] [1243/3539] Forecasting FLL...
[2025-12-30T20:22:16.425093] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-30T20:22:16.425123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-30T20:22:16.436086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-30T20:22:16.436362] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-30T20:22:16.437158] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-30T20:22:16.437211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:16.437245] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:16.437274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:16.437334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:16.499286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:16.500016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:16.500097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:16.500129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:16.626992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:16.627176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:16.627243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:16.627289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:16.630947] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-30T20:22:16.631328] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-30T20:22:16.631512] [INFO ] [sig       ] FLL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:16.791831] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLL.txt
[2025-12-30T20:22:16.792035] [INFO ] [sig       ] [1243/3539] Completed FLL in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:16.792098] [INFO ] [sig       ] [1244/3539] Forecasting FLNC...
[2025-12-30T20:22:16.792138] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-30T20:22:16.792178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-30T20:22:16.808346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-30T20:22:16.808817] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-30T20:22:16.809907] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-30T20:22:16.809975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:16.810034] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:16.810077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:16.810166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:16.875344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:16.876217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:16.876336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:16.876371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:16.998513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:16.998665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:16.998707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:16.998751] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:17.002036] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-30T20:22:17.002305] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-30T20:22:17.002424] [INFO ] [sig       ] FLNC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:17.159940] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLNC.txt
[2025-12-30T20:22:17.160079] [INFO ] [sig       ] [1244/3539] Completed FLNC in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:17.160119] [INFO ] [sig       ] [1245/3539] Forecasting FLNG...
[2025-12-30T20:22:17.160150] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-30T20:22:17.160180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-30T20:22:17.171344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-30T20:22:17.171629] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-30T20:22:17.172384] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-30T20:22:17.172435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:17.172467] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:17.172494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:17.172555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:17.229822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:17.230399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:17.230479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:17.230510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:17.348113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:17.348232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:17.348272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:17.348300] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:17.351624] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-30T20:22:17.351885] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-30T20:22:17.352005] [INFO ] [sig       ] FLNG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:17.491545] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FLNG.txt
[2025-12-30T20:22:17.491671] [INFO ] [sig       ] [1245/3539] Completed FLNG in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:17.491708] [INFO ] [sig       ] [1246/3539] Forecasting FLO...
[2025-12-30T20:22:17.491737] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-30T20:22:17.491768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-30T20:22:17.503024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-30T20:22:17.503306] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-30T20:22:17.504096] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-30T20:22:17.504150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:17.504181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:17.504208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:17.504265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:17.561938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:17.562541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:17.562641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:17.562674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:17.681247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:17.681372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:17.681409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:17.681437] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:17.685016] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-30T20:22:17.685281] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-30T20:22:17.685404] [INFO ] [sig       ] FLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:17.830597] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLO.txt
[2025-12-30T20:22:17.830731] [INFO ] [sig       ] [1246/3539] Completed FLO in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:17.830959] [INFO ] [sig       ] [1247/3539] Forecasting FLS...
[2025-12-30T20:22:17.830988] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-30T20:22:17.831023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-30T20:22:17.844113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-30T20:22:17.844489] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-30T20:22:17.845285] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-30T20:22:17.845337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:17.845376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:17.845404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:17.845467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:17.902900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:17.903981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:17.904065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:17.904097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:18.025952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:18.026101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:18.026141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:18.026170] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:18.029443] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-30T20:22:18.029736] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-30T20:22:18.029860] [INFO ] [sig       ] FLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:18.175843] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FLS.txt
[2025-12-30T20:22:18.176026] [INFO ] [sig       ] [1247/3539] Completed FLS in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:18.176067] [INFO ] [sig       ] [1248/3539] Forecasting FLUX...
[2025-12-30T20:22:18.176097] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-30T20:22:18.176154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-30T20:22:18.187358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-30T20:22:18.187666] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-30T20:22:18.188411] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-30T20:22:18.188463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:18.188494] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:18.188521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:18.188601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:18.247033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:18.247631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:18.247712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:18.247743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:18.365263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:18.365392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:18.365430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:18.365457] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:18.368657] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-30T20:22:18.368944] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-30T20:22:18.369064] [INFO ] [sig       ] FLUX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:18.514953] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FLUX.txt
[2025-12-30T20:22:18.515086] [INFO ] [sig       ] [1248/3539] Completed FLUX in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:18.515126] [INFO ] [sig       ] [1249/3539] Forecasting FLWS...
[2025-12-30T20:22:18.515154] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-30T20:22:18.515184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-30T20:22:18.525824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-30T20:22:18.526091] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-30T20:22:18.526856] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-30T20:22:18.526908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:18.526938] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:18.526965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:18.527022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:18.584635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:18.585443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:18.585522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:18.585554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:18.704603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:18.704729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:18.704767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:18.704794] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:18.707999] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-30T20:22:18.708262] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-30T20:22:18.708384] [INFO ] [sig       ] FLWS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:18.850233] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FLWS.txt
[2025-12-30T20:22:18.850352] [INFO ] [sig       ] [1249/3539] Completed FLWS in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:18.850390] [INFO ] [sig       ] [1250/3539] Forecasting FLXS...
[2025-12-30T20:22:18.850419] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-30T20:22:18.850448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-30T20:22:18.861401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-30T20:22:18.861707] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-30T20:22:18.862474] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-30T20:22:18.862526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:18.862559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:18.862606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:18.862666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:18.921676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:18.922274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:18.922353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:18.922385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:19.036011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:19.036135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:19.036174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:19.036202] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:19.039440] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-12-30T20:22:19.039734] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-30T20:22:19.039854] [INFO ] [sig       ] FLXS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:19.183480] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FLXS.txt
[2025-12-30T20:22:19.183657] [INFO ] [sig       ] [1250/3539] Completed FLXS in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-30T20:22:19.183699] [INFO ] [sig       ] [1251/3539] Forecasting FLYE...
[2025-12-30T20:22:19.183730] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-30T20:22:19.183762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-30T20:22:19.195036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-30T20:22:19.195340] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-30T20:22:19.196106] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-30T20:22:19.196159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:19.196215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:19.196243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:19.196301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:19.253564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:19.254393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:19.254476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:19.254509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:19.373099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:19.373228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:19.373266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:19.373311] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:19.376505] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-30T20:22:19.376789] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-30T20:22:19.376911] [INFO ] [sig       ] FLYE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:19.517352] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FLYE.txt
[2025-12-30T20:22:19.517462] [INFO ] [sig       ] [1251/3539] Completed FLYE in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-30T20:22:19.517500] [INFO ] [sig       ] [1252/3539] Forecasting FMAO...
[2025-12-30T20:22:19.517529] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-30T20:22:19.517559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-30T20:22:19.528823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-30T20:22:19.529094] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-30T20:22:19.530016] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-30T20:22:19.530068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:19.530099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:19.530126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:19.530184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:19.588481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:19.589104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:19.589182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:19.589213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:19.698655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:19.698778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:19.698818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:19.698846] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:19.702041] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-30T20:22:19.702303] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-30T20:22:19.702425] [INFO ] [sig       ] FMAO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:19.843194] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FMAO.txt
[2025-12-30T20:22:19.843303] [INFO ] [sig       ] [1252/3539] Completed FMAO in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-30T20:22:19.843339] [INFO ] [sig       ] [1253/3539] Forecasting FMB...
[2025-12-30T20:22:19.843367] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-30T20:22:19.843396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-30T20:22:19.854499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-30T20:22:19.854798] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-30T20:22:19.855534] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-30T20:22:19.855603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:19.855637] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:19.855663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:19.855721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:19.912256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:19.912874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:19.912952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:19.912995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:20.035551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:20.035724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:20.035765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:20.035793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:20.039099] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-30T20:22:20.039369] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-30T20:22:20.039489] [INFO ] [sig       ] FMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:20.180442] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FMB.txt
[2025-12-30T20:22:20.180586] [INFO ] [sig       ] [1253/3539] Completed FMB in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:20.180626] [INFO ] [sig       ] [1254/3539] Forecasting FMBH...
[2025-12-30T20:22:20.180656] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-30T20:22:20.180688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-30T20:22:20.191720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-30T20:22:20.192165] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-30T20:22:20.192926] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-30T20:22:20.192977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:20.193008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:20.193034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:20.193090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:20.252998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:20.253872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:20.253961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:20.253993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:20.376885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:20.377049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:20.377090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:20.377148] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:20.380559] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-30T20:22:20.380845] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-30T20:22:20.380964] [INFO ] [sig       ] FMBH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:20.538152] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FMBH.txt
[2025-12-30T20:22:20.538302] [INFO ] [sig       ] [1254/3539] Completed FMBH in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:20.538342] [INFO ] [sig       ] [1255/3539] Forecasting FMC...
[2025-12-30T20:22:20.538371] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-30T20:22:20.538402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-30T20:22:20.549518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-30T20:22:20.550012] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-30T20:22:20.550806] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-30T20:22:20.550859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:20.550891] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:20.550918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:20.550988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:20.609483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:20.610156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:20.610239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:20.610271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:20.733833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:20.733985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:20.734035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:20.734069] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:20.737559] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-30T20:22:20.737851] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-30T20:22:20.737979] [INFO ] [sig       ] FMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:20.883302] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FMC.txt
[2025-12-30T20:22:20.883447] [INFO ] [sig       ] [1255/3539] Completed FMC in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:20.883490] [INFO ] [sig       ] [1256/3539] Forecasting FMHI...
[2025-12-30T20:22:20.883523] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-30T20:22:20.883564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-30T20:22:20.894972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-30T20:22:20.895250] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-30T20:22:20.896046] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-30T20:22:20.896098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:20.896130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:20.896157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:20.896215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:20.956425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:20.957276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:20.957374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:20.957419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:21.079880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:21.080029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:21.080069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:21.080099] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:21.083505] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-30T20:22:21.083800] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-30T20:22:21.083925] [INFO ] [sig       ] FMHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:21.224275] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FMHI.txt
[2025-12-30T20:22:21.224403] [INFO ] [sig       ] [1256/3539] Completed FMHI in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:21.224441] [INFO ] [sig       ] [1257/3539] Forecasting FMN...
[2025-12-30T20:22:21.224470] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-30T20:22:21.224501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-30T20:22:21.235538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-30T20:22:21.235844] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-30T20:22:21.236622] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-30T20:22:21.236683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:21.236714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:21.236741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:21.236797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:21.296285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:21.297139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:21.297226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:21.297258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:21.410894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:21.411042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:21.411082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:21.411110] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:21.414529] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-30T20:22:21.414819] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-30T20:22:21.415125] [INFO ] [sig       ] FMN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:21.558325] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FMN.txt
[2025-12-30T20:22:21.558447] [INFO ] [sig       ] [1257/3539] Completed FMN in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:21.558484] [INFO ] [sig       ] [1258/3539] Forecasting FMNB...
[2025-12-30T20:22:21.558514] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-30T20:22:21.558544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-30T20:22:21.570075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-30T20:22:21.570368] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-30T20:22:21.571133] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-30T20:22:21.571185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:21.571217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:21.571243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:21.571304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:21.629656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:21.630303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:21.630385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:21.630418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:21.746816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:21.746954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:21.746994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:21.747023] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:21.753733] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-30T20:22:21.754032] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-30T20:22:21.754167] [INFO ] [sig       ] FMNB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:21.897076] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FMNB.txt
[2025-12-30T20:22:21.897216] [INFO ] [sig       ] [1258/3539] Completed FMNB in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:21.897257] [INFO ] [sig       ] [1259/3539] Forecasting FMS...
[2025-12-30T20:22:21.897287] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-30T20:22:21.897318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-30T20:22:21.909712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-30T20:22:21.910017] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-30T20:22:21.910823] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-30T20:22:21.910877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:21.910910] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:21.910937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:21.910994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:21.969321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:21.969982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:21.970063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:21.970096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:22.093049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:22.093209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:22.093250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:22.093284] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:22.097000] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-30T20:22:22.097274] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-30T20:22:22.097395] [INFO ] [sig       ] FMS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:22.239421] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FMS.txt
[2025-12-30T20:22:22.239539] [INFO ] [sig       ] [1259/3539] Completed FMS in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:22.239596] [INFO ] [sig       ] [1260/3539] Forecasting FMX...
[2025-12-30T20:22:22.239628] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-30T20:22:22.239658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-30T20:22:22.250715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-30T20:22:22.251004] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-30T20:22:22.251807] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-30T20:22:22.251861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:22.251893] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:22.251919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:22.251976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:22.310265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:22.310938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:22.311020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:22.311053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:22.436306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:22.436456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:22.436496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:22.436524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:22.439854] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-30T20:22:22.440122] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-30T20:22:22.440241] [INFO ] [sig       ] FMX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:22.580728] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FMX.txt
[2025-12-30T20:22:22.580850] [INFO ] [sig       ] [1260/3539] Completed FMX in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:22.580889] [INFO ] [sig       ] [1261/3539] Forecasting FN...
[2025-12-30T20:22:22.580919] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-30T20:22:22.580949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-30T20:22:22.592236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-30T20:22:22.592518] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-30T20:22:22.593319] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-30T20:22:22.593371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:22.593403] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:22.593430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:22.593488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:22.654196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:22.655041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:22.655147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:22.655182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:22.773436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:22.773590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:22.773631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:22.773660] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:22.776920] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-30T20:22:22.777190] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-30T20:22:22.777311] [INFO ] [sig       ] FN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:22.916767] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FN.txt
[2025-12-30T20:22:22.916893] [INFO ] [sig       ] [1261/3539] Completed FN in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:22.916933] [INFO ] [sig       ] [1262/3539] Forecasting FNB...
[2025-12-30T20:22:22.916963] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-30T20:22:22.916992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-30T20:22:22.928438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-30T20:22:22.928765] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-30T20:22:22.929541] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-30T20:22:22.929616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:22.929653] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:22.929680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:22.929738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:22.988683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:22.989353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:22.989433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:22.989466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:23.107873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:23.107995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:23.108033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:23.108062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:23.111617] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-30T20:22:23.111912] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-30T20:22:23.112038] [INFO ] [sig       ] FNB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:23.260734] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FNB.txt
[2025-12-30T20:22:23.260862] [INFO ] [sig       ] [1262/3539] Completed FNB in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:23.260900] [INFO ] [sig       ] [1263/3539] Forecasting FND...
[2025-12-30T20:22:23.260928] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-30T20:22:23.260958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-30T20:22:23.272518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-30T20:22:23.272847] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-30T20:22:23.273691] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-30T20:22:23.273744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:23.273776] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:23.273803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:23.273859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:23.331077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:23.331681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:23.331760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:23.331792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:23.446878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:23.446997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:23.447034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:23.447063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:23.450310] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-12-30T20:22:23.450605] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-30T20:22:23.450750] [INFO ] [sig       ] FND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:23.590639] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FND.txt
[2025-12-30T20:22:23.590750] [INFO ] [sig       ] [1263/3539] Completed FND in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:23.590787] [INFO ] [sig       ] [1264/3539] Forecasting FNF...
[2025-12-30T20:22:23.590816] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-30T20:22:23.590847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-30T20:22:23.601898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-30T20:22:23.602175] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-30T20:22:23.602985] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-30T20:22:23.603039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:23.603072] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:23.603099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:23.603158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:23.662963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:23.663632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:23.663726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:23.663775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:23.782262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:23.782398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:23.782453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:23.782483] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:23.785712] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-30T20:22:23.785983] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-30T20:22:23.786104] [INFO ] [sig       ] FNF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:23.924995] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FNF.txt
[2025-12-30T20:22:23.925159] [INFO ] [sig       ] [1264/3539] Completed FNF in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:23.925199] [INFO ] [sig       ] [1265/3539] Forecasting FNKO...
[2025-12-30T20:22:23.925228] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-30T20:22:23.925258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-30T20:22:23.936032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-30T20:22:23.936301] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-30T20:22:23.937077] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-30T20:22:23.937130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:23.937161] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:23.937187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:23.937244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:23.993075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:23.993716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:23.993795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:23.993827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:24.107536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:24.107684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:24.107726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:24.107754] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:24.110980] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-30T20:22:24.111246] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-30T20:22:24.111367] [INFO ] [sig       ] FNKO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:24.251688] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FNKO.txt
[2025-12-30T20:22:24.251798] [INFO ] [sig       ] [1265/3539] Completed FNKO in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:24.251836] [INFO ] [sig       ] [1266/3539] Forecasting FNLC...
[2025-12-30T20:22:24.251865] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-30T20:22:24.251895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-30T20:22:24.262820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-30T20:22:24.263086] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-30T20:22:24.263843] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-30T20:22:24.263895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:24.263926] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:24.263953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:24.264010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:24.320414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:24.321046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:24.321124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:24.321155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:24.422354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:24.422441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:24.422476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:24.422503] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:24.425518] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-30T20:22:24.425794] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-30T20:22:24.425912] [INFO ] [sig       ] FNLC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:24.564491] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FNLC.txt
[2025-12-30T20:22:24.564633] [INFO ] [sig       ] [1266/3539] Completed FNLC in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:24.564673] [INFO ] [sig       ] [1267/3539] Forecasting FNX...
[2025-12-30T20:22:24.564702] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-30T20:22:24.564732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-30T20:22:24.575754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-30T20:22:24.576026] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-30T20:22:24.576787] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-30T20:22:24.576838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:24.576870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:24.576897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:24.576954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:24.633247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:24.633936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:24.634016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:24.634048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:24.752036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:24.752180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:24.752224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:24.752253] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:24.755511] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-30T20:22:24.755815] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-30T20:22:24.755937] [INFO ] [sig       ] FNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:24.895822] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FNX.txt
[2025-12-30T20:22:24.895979] [INFO ] [sig       ] [1267/3539] Completed FNX in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:24.896018] [INFO ] [sig       ] [1268/3539] Forecasting FNY...
[2025-12-30T20:22:24.896048] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-30T20:22:24.896078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-30T20:22:24.907405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-30T20:22:24.907794] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-30T20:22:24.908570] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-30T20:22:24.908639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:24.908709] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:24.908769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:24.908839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:24.969709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:24.970621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:24.970706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:24.970738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:25.078857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:25.079013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:25.079055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:25.079084] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:25.082565] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-30T20:22:25.082889] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-30T20:22:25.083017] [INFO ] [sig       ] FNY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:25.226369] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FNY.txt
[2025-12-30T20:22:25.226526] [INFO ] [sig       ] [1268/3539] Completed FNY in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-30T20:22:25.226589] [INFO ] [sig       ] [1269/3539] Forecasting FOA...
[2025-12-30T20:22:25.226631] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-30T20:22:25.226664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-30T20:22:25.238498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-30T20:22:25.238842] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-30T20:22:25.239611] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-30T20:22:25.239662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:25.239693] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:25.239720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:25.239776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:25.298460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:25.299306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:25.299391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:25.299424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:25.427078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:25.427352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:25.427396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:25.427424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:25.430890] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-12-30T20:22:25.431162] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-30T20:22:25.431296] [INFO ] [sig       ] FOA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:25.575983] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FOA.txt
[2025-12-30T20:22:25.576141] [INFO ] [sig       ] [1269/3539] Completed FOA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-30T20:22:25.576181] [INFO ] [sig       ] [1270/3539] Forecasting FOF...
[2025-12-30T20:22:25.576213] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-30T20:22:25.576244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-30T20:22:25.588049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-30T20:22:25.588363] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-30T20:22:25.589192] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-30T20:22:25.589244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:25.589275] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:25.589302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:25.589360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:25.647762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:25.648615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:25.648702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:25.648751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:25.762884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:25.763026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:25.763066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:25.763093] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:25.766397] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-30T20:22:25.766684] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-30T20:22:25.766807] [INFO ] [sig       ] FOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:25.912071] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FOF.txt
[2025-12-30T20:22:25.912226] [INFO ] [sig       ] [1270/3539] Completed FOF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:25.912265] [INFO ] [sig       ] [1271/3539] Forecasting FOLD...
[2025-12-30T20:22:25.912294] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-30T20:22:25.912326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-30T20:22:25.923902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-30T20:22:25.924299] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-30T20:22:25.925159] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-30T20:22:25.925213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:25.925244] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:25.925271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:25.925330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:25.983372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:25.984226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:25.984309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:25.984341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:26.109512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:26.109742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:26.109797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:26.109877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:26.113552] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-30T20:22:26.113877] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-30T20:22:26.114007] [INFO ] [sig       ] FOLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:26.260503] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FOLD.txt
[2025-12-30T20:22:26.260668] [INFO ] [sig       ] [1271/3539] Completed FOLD in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:26.260711] [INFO ] [sig       ] [1272/3539] Forecasting FORM...
[2025-12-30T20:22:26.260749] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-30T20:22:26.260780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-30T20:22:26.273407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-30T20:22:26.273783] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-30T20:22:26.274777] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-30T20:22:26.274829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:26.274861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:26.274887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:26.274945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:26.336753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:26.337813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:26.337895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:26.338089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:26.471851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:26.472005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:26.472047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:26.472075] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:26.475428] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-30T20:22:26.475738] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-30T20:22:26.475863] [INFO ] [sig       ] FORM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:26.617947] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FORM.txt
[2025-12-30T20:22:26.618088] [INFO ] [sig       ] [1272/3539] Completed FORM in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:26.618128] [INFO ] [sig       ] [1273/3539] Forecasting FOSL...
[2025-12-30T20:22:26.618157] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-30T20:22:26.618187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-30T20:22:26.629473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-30T20:22:26.629765] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-30T20:22:26.630526] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-30T20:22:26.630596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:26.630629] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:26.630656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:26.630714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:26.690455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:26.691400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:26.691484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:26.691516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:26.812588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:26.812738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:26.812779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:26.812810] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:26.816238] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-30T20:22:26.816523] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-30T20:22:26.816665] [INFO ] [sig       ] FOSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:26.962349] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FOSL.txt
[2025-12-30T20:22:26.962503] [INFO ] [sig       ] [1273/3539] Completed FOSL in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:26.962543] [INFO ] [sig       ] [1274/3539] Forecasting FOX...
[2025-12-30T20:22:26.962590] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-30T20:22:26.962625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-30T20:22:26.974103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-30T20:22:26.974417] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-30T20:22:26.975208] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-30T20:22:26.975259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:26.975290] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:26.975316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:26.975371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:27.035032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:27.035919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:27.036008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:27.036041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:27.159667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:27.159824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:27.159866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:27.159897] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:27.163321] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-30T20:22:27.163613] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-30T20:22:27.163739] [INFO ] [sig       ] FOX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:27.306294] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FOX.txt
[2025-12-30T20:22:27.306449] [INFO ] [sig       ] [1274/3539] Completed FOX in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:27.306488] [INFO ] [sig       ] [1275/3539] Forecasting FOXA...
[2025-12-30T20:22:27.306517] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-30T20:22:27.306547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-30T20:22:27.321225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-30T20:22:27.321637] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-30T20:22:27.322491] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-30T20:22:27.322554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:27.322624] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:27.322654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:27.322714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:27.381165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:27.382051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:27.382152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:27.382190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:27.500903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:27.501081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:27.501126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:27.501170] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:27.504662] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-30T20:22:27.504958] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-30T20:22:27.505086] [INFO ] [sig       ] FOXA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:27.649495] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FOXA.txt
[2025-12-30T20:22:27.649680] [INFO ] [sig       ] [1275/3539] Completed FOXA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:27.649723] [INFO ] [sig       ] [1276/3539] Forecasting FOXF...
[2025-12-30T20:22:27.649753] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-30T20:22:27.649784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-30T20:22:27.661469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-30T20:22:27.661860] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-30T20:22:27.662691] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-30T20:22:27.662757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:27.662796] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:27.662824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:27.662883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:27.720865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:27.721766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:27.721865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:27.721896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:27.844147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:27.844325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:27.844369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:27.844398] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:27.847888] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=66.76%)
[2025-12-30T20:22:27.848199] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-30T20:22:27.848330] [INFO ] [sig       ] FOXF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:27.993713] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FOXF.txt
[2025-12-30T20:22:27.993875] [INFO ] [sig       ] [1276/3539] Completed FOXF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:27.993916] [INFO ] [sig       ] [1277/3539] Forecasting FPF...
[2025-12-30T20:22:27.993946] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-30T20:22:27.993976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-30T20:22:28.005562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-30T20:22:28.005939] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-30T20:22:28.006739] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-30T20:22:28.006796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:28.006827] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:28.006853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:28.006910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:28.064122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:28.065045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:28.065132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:28.065181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:28.182398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:28.182552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:28.182611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:28.182641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:28.186103] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-12-30T20:22:28.186377] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-30T20:22:28.186501] [INFO ] [sig       ] FPF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:28.330270] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FPF.txt
[2025-12-30T20:22:28.330424] [INFO ] [sig       ] [1277/3539] Completed FPF in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:28.330463] [INFO ] [sig       ] [1278/3539] Forecasting FPH...
[2025-12-30T20:22:28.330516] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-30T20:22:28.330548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-30T20:22:28.342076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-30T20:22:28.342365] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-30T20:22:28.343173] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-30T20:22:28.343225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:28.343257] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:28.343284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:28.343347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:28.402209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:28.403101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:28.403220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:28.403254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:28.524502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:28.524683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:28.524726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:28.524755] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:28.528117] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-30T20:22:28.528403] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-30T20:22:28.528531] [INFO ] [sig       ] FPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:28.677133] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FPH.txt
[2025-12-30T20:22:28.677292] [INFO ] [sig       ] [1278/3539] Completed FPH in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:28.677330] [INFO ] [sig       ] [1279/3539] Forecasting FPI...
[2025-12-30T20:22:28.677360] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-30T20:22:28.677392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-30T20:22:28.689000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-30T20:22:28.689387] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-30T20:22:28.690210] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-30T20:22:28.690263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:28.690295] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:28.690345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:28.690405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:28.749041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:28.749909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:28.749994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:28.750027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:28.869949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:28.870107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:28.870147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:28.870176] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:28.873546] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-30T20:22:28.873876] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-30T20:22:28.874011] [INFO ] [sig       ] FPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:29.017437] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FPI.txt
[2025-12-30T20:22:29.017617] [INFO ] [sig       ] [1279/3539] Completed FPI in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:29.017660] [INFO ] [sig       ] [1280/3539] Forecasting FPXI...
[2025-12-30T20:22:29.017688] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-30T20:22:29.017720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-30T20:22:29.028913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-30T20:22:29.029294] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-30T20:22:29.030173] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-30T20:22:29.030227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:29.030259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:29.030287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:29.030349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:29.086874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:29.087733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:29.087821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:29.087852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:29.194063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:29.194220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:29.194261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:29.194289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:29.197644] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-30T20:22:29.197942] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-30T20:22:29.198072] [INFO ] [sig       ] FPXI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:29.346050] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FPXI.txt
[2025-12-30T20:22:29.346200] [INFO ] [sig       ] [1280/3539] Completed FPXI in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:29.346239] [INFO ] [sig       ] [1281/3539] Forecasting FRA...
[2025-12-30T20:22:29.346267] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-30T20:22:29.346299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-30T20:22:29.358671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-30T20:22:29.359019] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-30T20:22:29.359892] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-30T20:22:29.359948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:29.359981] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:29.360009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:29.360069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:29.420412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:29.421349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:29.421434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:29.421466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:29.548831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:29.548993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:29.549034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:29.549063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:29.552669] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-30T20:22:29.553029] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-30T20:22:29.553169] [INFO ] [sig       ] FRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:29.697106] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FRA.txt
[2025-12-30T20:22:29.697312] [INFO ] [sig       ] [1281/3539] Completed FRA in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:29.697365] [INFO ] [sig       ] [1282/3539] Forecasting FRBA...
[2025-12-30T20:22:29.697408] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-30T20:22:29.697450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-30T20:22:29.709237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-30T20:22:29.709652] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-30T20:22:29.710478] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-30T20:22:29.710532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:29.710565] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:29.710623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:29.710683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:29.767894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:29.768757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:29.768846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:29.768877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:29.888004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:29.888192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:29.888234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:29.888262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:29.891830] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-30T20:22:29.892146] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-30T20:22:29.892299] [INFO ] [sig       ] FRBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:30.035809] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FRBA.txt
[2025-12-30T20:22:30.035999] [INFO ] [sig       ] [1282/3539] Completed FRBA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:30.036059] [INFO ] [sig       ] [1283/3539] Forecasting FRGE...
[2025-12-30T20:22:30.036100] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-30T20:22:30.036149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-30T20:22:30.048932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-30T20:22:30.049339] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-30T20:22:30.050233] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-30T20:22:30.050291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:30.050323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:30.050349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:30.050409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:30.117726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:30.118824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:30.118930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:30.118978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:30.251431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:30.251602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:30.251646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:30.251675] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:30.255037] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=59.62%)
[2025-12-30T20:22:30.255307] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-30T20:22:30.255429] [INFO ] [sig       ] FRGE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:30.397040] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FRGE.txt
[2025-12-30T20:22:30.397199] [INFO ] [sig       ] [1283/3539] Completed FRGE in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:30.397240] [INFO ] [sig       ] [1284/3539] Forecasting FRHC...
[2025-12-30T20:22:30.397271] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-30T20:22:30.397302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-30T20:22:30.408743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-30T20:22:30.409106] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-30T20:22:30.409905] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-30T20:22:30.409959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:30.409991] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:30.410018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:30.410075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:30.470360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:30.471237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:30.471334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:30.471366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:30.587063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:30.587267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:30.587315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:30.587346] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:30.590875] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-30T20:22:30.591187] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-30T20:22:30.591319] [INFO ] [sig       ] FRHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:30.736341] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FRHC.txt
[2025-12-30T20:22:30.736516] [INFO ] [sig       ] [1284/3539] Completed FRHC in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:30.736557] [INFO ] [sig       ] [1285/3539] Forecasting FRME...
[2025-12-30T20:22:30.736605] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-30T20:22:30.736638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-30T20:22:30.748173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-30T20:22:30.748584] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-30T20:22:30.749409] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-30T20:22:30.749462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:30.749522] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:30.749552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:30.749628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:30.808232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:30.809129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:30.809217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:30.809249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:30.929275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:30.929435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:30.929476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:30.929504] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:30.932896] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-30T20:22:30.933209] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-30T20:22:30.933339] [INFO ] [sig       ] FRME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:31.077243] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FRME.txt
[2025-12-30T20:22:31.077401] [INFO ] [sig       ] [1285/3539] Completed FRME in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-30T20:22:31.077441] [INFO ] [sig       ] [1286/3539] Forecasting FRO...
[2025-12-30T20:22:31.077470] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-30T20:22:31.077502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-30T20:22:31.089371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-30T20:22:31.089757] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-30T20:22:31.090542] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-30T20:22:31.090612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:31.090644] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:31.090670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:31.090728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:31.148005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:31.148836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:31.148918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:31.148950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:31.269395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:31.269552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:31.269610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:31.269640] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:31.273206] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-30T20:22:31.273492] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-30T20:22:31.273641] [INFO ] [sig       ] FRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:31.415598] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FRO.txt
[2025-12-30T20:22:31.415740] [INFO ] [sig       ] [1286/3539] Completed FRO in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-30T20:22:31.415778] [INFO ] [sig       ] [1287/3539] Forecasting FROG...
[2025-12-30T20:22:31.415808] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-30T20:22:31.415838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-30T20:22:31.427592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-30T20:22:31.427979] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-30T20:22:31.428788] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-30T20:22:31.428841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:31.428873] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:31.428899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:31.428956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:31.488818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:31.489946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:31.490225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:31.490259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:31.611979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:31.612139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:31.612180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:31.612208] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:31.615686] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-30T20:22:31.616029] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-30T20:22:31.616168] [INFO ] [sig       ] FROG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:31.762028] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FROG.txt
[2025-12-30T20:22:31.762192] [INFO ] [sig       ] [1287/3539] Completed FROG in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:31.762231] [INFO ] [sig       ] [1288/3539] Forecasting FRPH...
[2025-12-30T20:22:31.762259] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-30T20:22:31.762291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-30T20:22:31.773767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-30T20:22:31.774162] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-30T20:22:31.775074] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-30T20:22:31.775132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:31.775165] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:31.775193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:31.775251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:31.837270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:31.838209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:31.838304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:31.838337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:31.959953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:31.960156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:31.960200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:31.960262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:31.963698] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-12-30T20:22:31.964019] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-30T20:22:31.964167] [INFO ] [sig       ] FRPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:32.111728] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FRPH.txt
[2025-12-30T20:22:32.111888] [INFO ] [sig       ] [1288/3539] Completed FRPH in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:32.111948] [INFO ] [sig       ] [1289/3539] Forecasting FRSH...
[2025-12-30T20:22:32.111979] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-30T20:22:32.112011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-30T20:22:32.128120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-30T20:22:32.128650] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-30T20:22:32.129807] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-30T20:22:32.129875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:32.129922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:32.129965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:32.130055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:32.201795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:32.202987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:32.203110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:32.203159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:32.348238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:32.348399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:32.348442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:32.348473] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:32.351934] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-30T20:22:32.352235] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-30T20:22:32.352368] [INFO ] [sig       ] FRSH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:32.499459] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FRSH.txt
[2025-12-30T20:22:32.499618] [INFO ] [sig       ] [1289/3539] Completed FRSH in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:32.499664] [INFO ] [sig       ] [1290/3539] Forecasting FRSX...
[2025-12-30T20:22:32.499695] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-30T20:22:32.499728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-30T20:22:32.510749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-30T20:22:32.511031] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-30T20:22:32.511809] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-30T20:22:32.511860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:32.511892] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:32.511918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:32.511980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:32.571768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:32.572416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:32.572501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:32.572536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:32.690647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:32.690804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:32.690846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:32.690877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:32.694189] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-12-30T20:22:32.694464] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-30T20:22:32.694607] [INFO ] [sig       ] FRSX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:32.835278] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FRSX.txt
[2025-12-30T20:22:32.835432] [INFO ] [sig       ] [1290/3539] Completed FRSX in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:32.835471] [INFO ] [sig       ] [1291/3539] Forecasting FSBC...
[2025-12-30T20:22:32.835501] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-30T20:22:32.835534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-30T20:22:32.846720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-30T20:22:32.847060] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-30T20:22:32.847841] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-30T20:22:32.847893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:32.847924] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:32.847950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:32.848008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:32.905970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:32.906842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:32.906934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:32.906970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:33.025842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:33.025989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:33.026030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:33.026058] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:33.029419] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-30T20:22:33.029711] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-30T20:22:33.029833] [INFO ] [sig       ] FSBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:33.176856] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FSBC.txt
[2025-12-30T20:22:33.176999] [INFO ] [sig       ] [1291/3539] Completed FSBC in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:33.177038] [INFO ] [sig       ] [1292/3539] Forecasting FSCO...
[2025-12-30T20:22:33.177066] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-30T20:22:33.177098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-30T20:22:33.188098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-30T20:22:33.188386] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-30T20:22:33.189224] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-30T20:22:33.189294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:33.189329] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:33.189363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:33.189430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:33.250741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:33.251635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:33.251721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:33.251755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:33.373432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:33.373597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:33.373638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:33.373667] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:33.376965] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-30T20:22:33.377236] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-30T20:22:33.377356] [INFO ] [sig       ] FSCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:33.519563] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FSCO.txt
[2025-12-30T20:22:33.519773] [INFO ] [sig       ] [1292/3539] Completed FSCO in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:33.519815] [INFO ] [sig       ] [1293/3539] Forecasting FSK...
[2025-12-30T20:22:33.519844] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-30T20:22:33.519876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-30T20:22:33.534859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-30T20:22:33.535336] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-30T20:22:33.536522] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-30T20:22:33.536612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:33.536665] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:33.536710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:33.536802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:33.607013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:33.607947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:33.608036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:33.608070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:33.725461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:33.725647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:33.725691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:33.725720] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:33.729169] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-30T20:22:33.729479] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-30T20:22:33.729633] [INFO ] [sig       ] FSK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:33.870899] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FSK.txt
[2025-12-30T20:22:33.871075] [INFO ] [sig       ] [1293/3539] Completed FSK in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:33.871144] [INFO ] [sig       ] [1294/3539] Forecasting FSLY...
[2025-12-30T20:22:33.871190] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-30T20:22:33.871248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-30T20:22:33.884370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-30T20:22:33.884859] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-30T20:22:33.885883] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-30T20:22:33.885946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:33.885982] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:33.886012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:33.886074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:33.954989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:33.956221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:33.956353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:33.956406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:34.135206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:34.135377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:34.135420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:34.135447] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:34.140010] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-30T20:22:34.140467] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-30T20:22:34.140653] [INFO ] [sig       ] FSLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:34.310205] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FSLY.txt
[2025-12-30T20:22:34.310395] [INFO ] [sig       ] [1294/3539] Completed FSLY in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:34.310442] [INFO ] [sig       ] [1295/3539] Forecasting FSM...
[2025-12-30T20:22:34.310474] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-30T20:22:34.310505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-30T20:22:34.328047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-30T20:22:34.328605] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-30T20:22:34.329978] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-30T20:22:34.330070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:34.330124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:34.330172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:34.330269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:34.405370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:34.406627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:34.406808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:34.406867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:34.563715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:34.563880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:34.563924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:34.563954] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:34.567664] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-30T20:22:34.568010] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-30T20:22:34.568163] [INFO ] [sig       ] FSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:34.779504] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FSM.txt
[2025-12-30T20:22:34.779693] [INFO ] [sig       ] [1295/3539] Completed FSM in 0.5s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:34.779742] [INFO ] [sig       ] [1296/3539] Forecasting FSS...
[2025-12-30T20:22:34.779774] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-30T20:22:34.779805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-30T20:22:34.793692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-30T20:22:34.794121] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-30T20:22:34.795003] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-30T20:22:34.795060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:34.795092] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:34.795119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:34.795177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:34.861737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:34.862856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:34.862970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:34.863012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:35.027678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:35.027845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:35.027887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:35.027916] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:35.031437] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-30T20:22:35.031782] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-30T20:22:35.031924] [INFO ] [sig       ] FSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:35.184989] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FSS.txt
[2025-12-30T20:22:35.185161] [INFO ] [sig       ] [1296/3539] Completed FSS in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:35.185202] [INFO ] [sig       ] [1297/3539] Forecasting FTA...
[2025-12-30T20:22:35.185232] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-30T20:22:35.185262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-30T20:22:35.196857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-30T20:22:35.197248] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-30T20:22:35.198076] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-30T20:22:35.198130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:35.198163] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:35.198189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:35.198246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:35.255217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:35.256089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:35.256174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:35.256207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:35.372921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:35.373083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:35.373126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:35.373154] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:35.376544] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-30T20:22:35.376861] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-30T20:22:35.376990] [INFO ] [sig       ] FTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:35.520336] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTA.txt
[2025-12-30T20:22:35.520497] [INFO ] [sig       ] [1297/3539] Completed FTA in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:35.520536] [INFO ] [sig       ] [1298/3539] Forecasting FTAI...
[2025-12-30T20:22:35.520566] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-30T20:22:35.520616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-30T20:22:35.531896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-30T20:22:35.532208] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-30T20:22:35.533379] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-30T20:22:35.533431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:35.533462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:35.533488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:35.533549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:35.592704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:35.593567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:35.593673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:35.593706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:35.717547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:35.717725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:35.717768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:35.717797] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:35.721307] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-30T20:22:35.721601] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-30T20:22:35.721730] [INFO ] [sig       ] FTAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:35.867636] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTAI.txt
[2025-12-30T20:22:35.867825] [INFO ] [sig       ] [1298/3539] Completed FTAI in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:35.867881] [INFO ] [sig       ] [1299/3539] Forecasting FTC...
[2025-12-30T20:22:35.867911] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-30T20:22:35.867943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-30T20:22:35.879537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-30T20:22:35.879913] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-30T20:22:35.880735] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-30T20:22:35.880788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:35.880819] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:35.880845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:35.880902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:35.939490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:35.940352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:35.940436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:35.940469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:36.061743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:36.061905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:36.061962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:36.061992] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:36.065332] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-30T20:22:36.065617] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-30T20:22:36.065739] [INFO ] [sig       ] FTC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:36.210471] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTC.txt
[2025-12-30T20:22:36.210652] [INFO ] [sig       ] [1299/3539] Completed FTC in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:36.210695] [INFO ] [sig       ] [1300/3539] Forecasting FTCI...
[2025-12-30T20:22:36.210725] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-30T20:22:36.210757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-30T20:22:36.222056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-30T20:22:36.222452] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-30T20:22:36.223281] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-30T20:22:36.223335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:36.223367] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:36.223394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:36.223459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:36.282116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:36.283018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:36.283119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:36.283151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:36.407884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:36.408051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:36.408092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:36.408120] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:36.411473] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-30T20:22:36.411762] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-30T20:22:36.411883] [INFO ] [sig       ] FTCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:36.559910] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTCI.txt
[2025-12-30T20:22:36.560072] [INFO ] [sig       ] [1300/3539] Completed FTCI in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:36.560111] [INFO ] [sig       ] [1301/3539] Forecasting FTCS...
[2025-12-30T20:22:36.560141] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-30T20:22:36.560171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-30T20:22:36.572393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-30T20:22:36.572807] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-30T20:22:36.573649] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-30T20:22:36.573702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:36.573735] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:36.573761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:36.573820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:36.633404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:36.634280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:36.634366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:36.634398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:36.751827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:36.751985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:36.752026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:36.752055] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:36.755349] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-30T20:22:36.755636] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-30T20:22:36.755757] [INFO ] [sig       ] FTCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:36.901655] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTCS.txt
[2025-12-30T20:22:36.901816] [INFO ] [sig       ] [1301/3539] Completed FTCS in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:36.901857] [INFO ] [sig       ] [1302/3539] Forecasting FTEK...
[2025-12-30T20:22:36.901886] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-30T20:22:36.901917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-30T20:22:36.913986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-30T20:22:36.914347] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-30T20:22:36.915344] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-30T20:22:36.915398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:36.915465] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:36.915504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:36.915601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:36.973911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:36.974747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:36.974830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:36.974863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:37.091514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:37.091690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:37.091730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:37.091758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:37.095212] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-30T20:22:37.095558] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-30T20:22:37.095717] [INFO ] [sig       ] FTEK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:37.238637] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTEK.txt
[2025-12-30T20:22:37.238799] [INFO ] [sig       ] [1302/3539] Completed FTEK in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-30T20:22:37.238842] [INFO ] [sig       ] [1303/3539] Forecasting FTGC...
[2025-12-30T20:22:37.238870] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-30T20:22:37.238900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-30T20:22:37.249772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-30T20:22:37.250067] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-30T20:22:37.250856] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-30T20:22:37.250907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:37.250949] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:37.250979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:37.251038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:37.309349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:37.310078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:37.310160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:37.310192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:37.432830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:37.432983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:37.433027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:37.433056] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:37.436820] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-30T20:22:37.437105] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-30T20:22:37.437229] [INFO ] [sig       ] FTGC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:37.584915] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTGC.txt
[2025-12-30T20:22:37.585048] [INFO ] [sig       ] [1303/3539] Completed FTGC in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-30T20:22:37.585087] [INFO ] [sig       ] [1304/3539] Forecasting FTGS...
[2025-12-30T20:22:37.585117] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-30T20:22:37.585148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-30T20:22:37.596666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-30T20:22:37.596992] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-30T20:22:37.597969] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-30T20:22:37.598020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:37.598052] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:37.598078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:37.598135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:37.658784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:37.659705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:37.659791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:37.659827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:37.781868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:37.782019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:37.782062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:37.782093] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:37.785747] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-30T20:22:37.786024] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-30T20:22:37.786170] [INFO ] [sig       ] FTGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:37.935986] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTGS.txt
[2025-12-30T20:22:37.936147] [INFO ] [sig       ] [1304/3539] Completed FTGS in 0.4s | 2.88 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-30T20:22:37.936187] [INFO ] [sig       ] [1305/3539] Forecasting FTHI...
[2025-12-30T20:22:37.936216] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-30T20:22:37.936248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-30T20:22:37.949074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-30T20:22:37.949404] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-30T20:22:37.950215] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-30T20:22:37.950268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:37.950302] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:37.950342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:37.950411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:38.011594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:38.012470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:38.012560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:38.012627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:38.137103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:38.137268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:38.137312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:38.137384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:38.141069] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-30T20:22:38.141410] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-30T20:22:38.141558] [INFO ] [sig       ] FTHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:38.284303] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTHI.txt
[2025-12-30T20:22:38.284436] [INFO ] [sig       ] [1305/3539] Completed FTHI in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:38.284474] [INFO ] [sig       ] [1306/3539] Forecasting FTHY...
[2025-12-30T20:22:38.284504] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-30T20:22:38.284534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-30T20:22:38.296917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-30T20:22:38.297207] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-30T20:22:38.297983] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-30T20:22:38.298039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:38.298071] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:38.298096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:38.298153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:38.356113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:38.356792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:38.356871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:38.356903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:38.475195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:38.475335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:38.475377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:38.475406] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:38.478963] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-30T20:22:38.479235] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-30T20:22:38.479357] [INFO ] [sig       ] FTHY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:38.623749] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTHY.txt
[2025-12-30T20:22:38.623882] [INFO ] [sig       ] [1306/3539] Completed FTHY in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:38.623927] [INFO ] [sig       ] [1307/3539] Forecasting FTI...
[2025-12-30T20:22:38.623957] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-30T20:22:38.623987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-30T20:22:38.635748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-30T20:22:38.636095] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-30T20:22:38.636876] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-30T20:22:38.636929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:38.636960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:38.636987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:38.637046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:38.696501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:38.697342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:38.697427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:38.697460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:38.818891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:38.819037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:38.819076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:38.819105] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:38.822373] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-30T20:22:38.822667] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-30T20:22:38.822796] [INFO ] [sig       ] FTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:38.964456] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTI.txt
[2025-12-30T20:22:38.964624] [INFO ] [sig       ] [1307/3539] Completed FTI in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:38.964665] [INFO ] [sig       ] [1308/3539] Forecasting FTK...
[2025-12-30T20:22:38.964694] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-30T20:22:38.964725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-30T20:22:38.977381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-30T20:22:38.977804] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-30T20:22:38.978664] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-30T20:22:38.978739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:38.978772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:38.978801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:38.978859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:39.038791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:39.039709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:39.039797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:39.039832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:39.163486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:39.163667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:39.163710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:39.163742] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:39.167603] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-30T20:22:39.167894] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-30T20:22:39.168022] [INFO ] [sig       ] FTK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:39.311858] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTK.txt
[2025-12-30T20:22:39.312006] [INFO ] [sig       ] [1308/3539] Completed FTK in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:39.312046] [INFO ] [sig       ] [1309/3539] Forecasting FTLF...
[2025-12-30T20:22:39.312075] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-30T20:22:39.312105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-30T20:22:39.323010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-30T20:22:39.323315] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-30T20:22:39.324279] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-30T20:22:39.324339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:39.324375] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:39.324403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:39.324462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:39.381856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:39.382712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:39.382801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:39.382834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:39.492737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:39.492894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:39.492937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:39.492968] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:39.496385] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-30T20:22:39.496682] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-30T20:22:39.496810] [INFO ] [sig       ] FTLF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:39.693500] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTLF.txt
[2025-12-30T20:22:39.693672] [INFO ] [sig       ] [1309/3539] Completed FTLF in 0.4s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:39.693715] [INFO ] [sig       ] [1310/3539] Forecasting FTQI...
[2025-12-30T20:22:39.693745] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-30T20:22:39.693775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-30T20:22:39.705146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-30T20:22:39.705468] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-30T20:22:39.706252] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-30T20:22:39.706305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:39.706336] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:39.706363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:39.706421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:39.763645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:39.764490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:39.764595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:39.764631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:39.883372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:39.883526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:39.883584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:39.883634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:39.887019] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-30T20:22:39.887293] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-30T20:22:39.887416] [INFO ] [sig       ] FTQI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:40.027608] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTQI.txt
[2025-12-30T20:22:40.027767] [INFO ] [sig       ] [1310/3539] Completed FTQI in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:40.027805] [INFO ] [sig       ] [1311/3539] Forecasting FTRE...
[2025-12-30T20:22:40.027836] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-30T20:22:40.027866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-30T20:22:40.039503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-30T20:22:40.039905] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-30T20:22:40.040697] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-30T20:22:40.040750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:40.040781] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:40.040807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:40.040863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:40.110609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:40.111454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:40.111540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:40.111588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:40.234490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:40.234673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:40.234721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:40.234763] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:40.238596] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-30T20:22:40.238993] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-30T20:22:40.239161] [INFO ] [sig       ] FTRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:40.390115] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTRE.txt
[2025-12-30T20:22:40.390278] [INFO ] [sig       ] [1311/3539] Completed FTRE in 0.4s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:40.390319] [INFO ] [sig       ] [1312/3539] Forecasting FTRI...
[2025-12-30T20:22:40.390348] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-30T20:22:40.390379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-30T20:22:40.402078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-30T20:22:40.402419] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-30T20:22:40.403235] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-30T20:22:40.403288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:40.403319] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:40.403346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:40.403404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:40.460853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:40.461808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:40.461938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:40.461973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:40.581419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:40.581598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:40.581643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:40.581672] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:40.585096] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-30T20:22:40.585391] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-30T20:22:40.585525] [INFO ] [sig       ] FTRI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:40.740186] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTRI.txt
[2025-12-30T20:22:40.740346] [INFO ] [sig       ] [1312/3539] Completed FTRI in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:40.740385] [INFO ] [sig       ] [1313/3539] Forecasting FTS...
[2025-12-30T20:22:40.740415] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-30T20:22:40.740446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-30T20:22:40.753170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-30T20:22:40.753524] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-30T20:22:40.754307] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-30T20:22:40.754359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:40.754391] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:40.754416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:40.754683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:40.811916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:40.812843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:40.812928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:40.812960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:40.936695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:40.936862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:40.936904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:40.936932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:40.940338] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-30T20:22:40.940646] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-30T20:22:40.940779] [INFO ] [sig       ] FTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:41.088780] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTS.txt
[2025-12-30T20:22:41.088940] [INFO ] [sig       ] [1313/3539] Completed FTS in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:41.088978] [INFO ] [sig       ] [1314/3539] Forecasting FTSL...
[2025-12-30T20:22:41.089009] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-30T20:22:41.089038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-30T20:22:41.100503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-30T20:22:41.100887] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-30T20:22:41.101690] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-30T20:22:41.101742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:41.101772] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:41.101810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:41.101868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:41.158704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:41.159624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:41.159730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:41.159764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:41.276297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:41.276463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:41.276504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:41.276533] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:41.280000] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-30T20:22:41.280321] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-30T20:22:41.280458] [INFO ] [sig       ] FTSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:41.429769] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTSL.txt
[2025-12-30T20:22:41.429925] [INFO ] [sig       ] [1314/3539] Completed FTSL in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:41.429966] [INFO ] [sig       ] [1315/3539] Forecasting FTSM...
[2025-12-30T20:22:41.429995] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-30T20:22:41.430026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-30T20:22:41.441801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-30T20:22:41.442082] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-30T20:22:41.442893] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-30T20:22:41.442945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:41.442977] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:41.443003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:41.443060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:41.498901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:41.499533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:41.499630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:41.499663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:41.601039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:41.601173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:41.601214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:41.601243] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:41.604631] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-30T20:22:41.604929] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-30T20:22:41.605057] [INFO ] [sig       ] FTSM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:41.749594] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTSM.txt
[2025-12-30T20:22:41.749780] [INFO ] [sig       ] [1315/3539] Completed FTSM in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:41.749822] [INFO ] [sig       ] [1316/3539] Forecasting FTXL...
[2025-12-30T20:22:41.749852] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-30T20:22:41.749890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-30T20:22:41.760686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-30T20:22:41.760985] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-30T20:22:41.761768] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-30T20:22:41.761819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:41.761850] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:41.761877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:41.761935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:41.819363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:41.820226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:41.820314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:41.820347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:41.938660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:41.938831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:41.938873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:41.938901] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:41.942318] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-12-30T20:22:41.942646] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-30T20:22:41.942777] [INFO ] [sig       ] FTXL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:42.086764] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTXL.txt
[2025-12-30T20:22:42.086903] [INFO ] [sig       ] [1316/3539] Completed FTXL in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:42.086941] [INFO ] [sig       ] [1317/3539] Forecasting FTXN...
[2025-12-30T20:22:42.086970] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-30T20:22:42.087001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-30T20:22:42.098055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-30T20:22:42.098369] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-30T20:22:42.099213] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-30T20:22:42.099267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:42.099298] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:42.099326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:42.099384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:42.156063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:42.156928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:42.157014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:42.157046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:42.271004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:42.271156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:42.271195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:42.271224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:42.274721] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-30T20:22:42.274994] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-30T20:22:42.275113] [INFO ] [sig       ] FTXN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:42.423905] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FTXN.txt
[2025-12-30T20:22:42.424041] [INFO ] [sig       ] [1317/3539] Completed FTXN in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:42.424082] [INFO ] [sig       ] [1318/3539] Forecasting FTXO...
[2025-12-30T20:22:42.424111] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-30T20:22:42.424149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-30T20:22:42.435459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-30T20:22:42.435798] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-30T20:22:42.436620] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-30T20:22:42.436674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:42.436707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:42.436735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:42.436793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:42.497092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:42.498175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:42.498301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:42.498347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:42.642991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:42.643171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:42.643217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:42.643247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:42.647362] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-30T20:22:42.647832] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-30T20:22:42.648019] [INFO ] [sig       ] FTXO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:42.808892] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FTXO.txt
[2025-12-30T20:22:42.809069] [INFO ] [sig       ] [1318/3539] Completed FTXO in 0.4s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:42.809110] [INFO ] [sig       ] [1319/3539] Forecasting FUBO...
[2025-12-30T20:22:42.809139] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-30T20:22:42.809170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-30T20:22:42.821425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-30T20:22:42.821822] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-30T20:22:42.822610] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-30T20:22:42.822662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:42.822720] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:42.822748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:42.822807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:42.884458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:42.885356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:42.885446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:42.885479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:43.007393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:43.007552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:43.007611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:43.007641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:43.010989] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-12-30T20:22:43.011262] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-30T20:22:43.011382] [INFO ] [sig       ] FUBO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:43.151859] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FUBO.txt
[2025-12-30T20:22:43.151989] [INFO ] [sig       ] [1319/3539] Completed FUBO in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-30T20:22:43.152028] [INFO ] [sig       ] [1320/3539] Forecasting FUL...
[2025-12-30T20:22:43.152057] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-30T20:22:43.152088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-30T20:22:43.162732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-30T20:22:43.163010] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-30T20:22:43.163778] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-30T20:22:43.163829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:43.163861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:43.163887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:43.163943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:43.220993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:43.221665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:43.221745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:43.221776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:43.347407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:43.347584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:43.347637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:43.347669] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:43.351399] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-30T20:22:43.351762] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-30T20:22:43.351908] [INFO ] [sig       ] FUL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:43.492975] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FUL.txt
[2025-12-30T20:22:43.493104] [INFO ] [sig       ] [1320/3539] Completed FUL in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-30T20:22:43.493143] [INFO ] [sig       ] [1321/3539] Forecasting FULC...
[2025-12-30T20:22:43.493172] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-30T20:22:43.493203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-30T20:22:43.504494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-30T20:22:43.504815] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-30T20:22:43.505622] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-30T20:22:43.505674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:43.505705] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:43.505731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:43.505787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:43.565757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:43.566488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:43.566596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:43.566633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:43.694939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:43.695063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:43.695104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:43.695148] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:43.698598] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-30T20:22:43.698905] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-30T20:22:43.699035] [INFO ] [sig       ] FULC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:43.845830] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FULC.txt
[2025-12-30T20:22:43.845960] [INFO ] [sig       ] [1321/3539] Completed FULC in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-30T20:22:43.845999] [INFO ] [sig       ] [1322/3539] Forecasting FUN...
[2025-12-30T20:22:43.846027] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-30T20:22:43.846058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-30T20:22:43.857008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-30T20:22:43.857284] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-30T20:22:43.858060] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-30T20:22:43.858111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:43.858143] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:43.858168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:43.858225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:43.914525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:43.915149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:43.915228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:43.915260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:44.030743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:44.030892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:44.030932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:44.030994] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:44.034305] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-30T20:22:44.034602] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-30T20:22:44.034732] [INFO ] [sig       ] FUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:44.173589] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FUN.txt
[2025-12-30T20:22:44.173722] [INFO ] [sig       ] [1322/3539] Completed FUN in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:44.173763] [INFO ] [sig       ] [1323/3539] Forecasting FUNC...
[2025-12-30T20:22:44.173793] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-30T20:22:44.173824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-30T20:22:44.184549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-30T20:22:44.184873] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-30T20:22:44.185654] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-30T20:22:44.185707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:44.185738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:44.185765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:44.185823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:44.241758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:44.242499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:44.242603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:44.242639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:44.360369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:44.360517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:44.360557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:44.360603] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:44.363898] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-30T20:22:44.364175] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-30T20:22:44.364294] [INFO ] [sig       ] FUNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:44.516111] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FUNC.txt
[2025-12-30T20:22:44.516286] [INFO ] [sig       ] [1323/3539] Completed FUNC in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:44.516335] [INFO ] [sig       ] [1324/3539] Forecasting FUND...
[2025-12-30T20:22:44.516365] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-30T20:22:44.516397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-30T20:22:44.527496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-30T20:22:44.527906] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-30T20:22:44.528919] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-30T20:22:44.528976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:44.529009] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:44.529047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:44.529135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:44.589599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:44.590543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:44.590674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:44.590727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:44.709779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:44.709933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:44.709976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:44.710006] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:44.714223] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-30T20:22:44.714566] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-30T20:22:44.714724] [INFO ] [sig       ] FUND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:44.872453] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FUND.txt
[2025-12-30T20:22:44.872611] [INFO ] [sig       ] [1324/3539] Completed FUND in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:44.872653] [INFO ] [sig       ] [1325/3539] Forecasting FVCB...
[2025-12-30T20:22:44.872682] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-30T20:22:44.872713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-30T20:22:44.883659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-30T20:22:44.884030] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-30T20:22:44.884880] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-30T20:22:44.884935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:44.884967] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:44.884995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:44.885066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:44.943079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:44.943953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:44.944038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:44.944073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:45.052593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:45.052753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:45.052794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:45.052822] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:45.056283] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-12-30T20:22:45.056560] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-30T20:22:45.056703] [INFO ] [sig       ] FVCB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:45.203524] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FVCB.txt
[2025-12-30T20:22:45.203706] [INFO ] [sig       ] [1325/3539] Completed FVCB in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:45.203751] [INFO ] [sig       ] [1326/3539] Forecasting FWONA...
[2025-12-30T20:22:45.203780] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-30T20:22:45.203810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-30T20:22:45.215180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-30T20:22:45.215529] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-30T20:22:45.216388] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-30T20:22:45.216443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:45.216478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:45.216506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:45.216566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:45.279526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:45.280428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:45.280516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:45.280549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:45.398098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:45.398260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:45.398300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:45.398329] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:45.401705] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-30T20:22:45.401992] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-30T20:22:45.402121] [INFO ] [sig       ] FWONA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:45.558487] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FWONA.txt
[2025-12-30T20:22:45.558674] [INFO ] [sig       ] [1326/3539] Completed FWONA in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:45.558756] [INFO ] [sig       ] [1327/3539] Forecasting FWONK...
[2025-12-30T20:22:45.558793] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-30T20:22:45.558826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-30T20:22:45.570713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-30T20:22:45.571053] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-30T20:22:45.571989] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-30T20:22:45.572045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:45.572078] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:45.572106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:45.572182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:45.635224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:45.636313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:45.636597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:45.636643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:45.761904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:45.762063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:45.762105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:45.762135] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:45.765712] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-30T20:22:45.766004] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-30T20:22:45.766132] [INFO ] [sig       ] FWONK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:45.917802] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FWONK.txt
[2025-12-30T20:22:45.917951] [INFO ] [sig       ] [1327/3539] Completed FWONK in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:45.917991] [INFO ] [sig       ] [1328/3539] Forecasting FWRD...
[2025-12-30T20:22:45.918021] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-30T20:22:45.918052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-30T20:22:45.929781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-30T20:22:45.930153] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-30T20:22:45.931028] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-30T20:22:45.931086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:45.931130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:45.931161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:45.931234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:45.993054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:45.993900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:45.993985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:45.994018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:46.122391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:46.122543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:46.122604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:46.122637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:46.126140] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-30T20:22:46.126438] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-30T20:22:46.126565] [INFO ] [sig       ] FWRD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:46.275610] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FWRD.txt
[2025-12-30T20:22:46.275758] [INFO ] [sig       ] [1328/3539] Completed FWRD in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:46.275799] [INFO ] [sig       ] [1329/3539] Forecasting FWRG...
[2025-12-30T20:22:46.275828] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-30T20:22:46.275864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-30T20:22:46.286886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-30T20:22:46.287187] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-30T20:22:46.287980] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-30T20:22:46.288032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:46.288063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:46.288089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:46.288145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:46.344340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:46.345037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:46.345183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:46.345218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:46.467385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:46.467543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:46.467604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:46.467637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:46.471270] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-12-30T20:22:46.471621] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-30T20:22:46.471757] [INFO ] [sig       ] FWRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:46.622085] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/FWRG.txt
[2025-12-30T20:22:46.622255] [INFO ] [sig       ] [1329/3539] Completed FWRG in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:46.622298] [INFO ] [sig       ] [1330/3539] Forecasting FYC...
[2025-12-30T20:22:46.622330] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-30T20:22:46.622361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-30T20:22:46.634356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-30T20:22:46.634733] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-30T20:22:46.635543] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-30T20:22:46.635623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:46.635661] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:46.635689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:46.635749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:46.696348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:46.697228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:46.697317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:46.697352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:46.818213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:46.818359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:46.818404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:46.818434] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:46.821919] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-30T20:22:46.822204] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-30T20:22:46.822335] [INFO ] [sig       ] FYC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:46.963282] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FYC.txt
[2025-12-30T20:22:46.963452] [INFO ] [sig       ] [1330/3539] Completed FYC in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:46.963493] [INFO ] [sig       ] [1331/3539] Forecasting FYX...
[2025-12-30T20:22:46.963524] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-30T20:22:46.963555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-30T20:22:46.974804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-30T20:22:46.975139] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-30T20:22:46.976050] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-30T20:22:46.976105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:46.976138] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:46.976164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:46.976222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:47.034643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:47.035529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:47.035641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:47.035676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:47.155694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:47.155850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:47.155891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:47.155921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:47.159359] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-30T20:22:47.159663] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-30T20:22:47.159790] [INFO ] [sig       ] FYX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:47.304438] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/FYX.txt
[2025-12-30T20:22:47.304615] [INFO ] [sig       ] [1331/3539] Completed FYX in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:47.304659] [INFO ] [sig       ] [1332/3539] Forecasting G...
[2025-12-30T20:22:47.304688] [INFO ] [sig       ] Generating forecast for: G
[2025-12-30T20:22:47.304719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-30T20:22:47.316011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-30T20:22:47.316394] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-30T20:22:47.317178] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-30T20:22:47.317231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:47.317262] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:47.317289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:47.317347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:47.375032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:47.375920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:47.376006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:47.376038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:47.501863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:47.502017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:47.502061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:47.502091] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:47.505677] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-30T20:22:47.505975] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-30T20:22:47.506103] [INFO ] [sig       ] G: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:47.653397] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/G.txt
[2025-12-30T20:22:47.653602] [INFO ] [sig       ] [1332/3539] Completed G in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:47.653646] [INFO ] [sig       ] [1333/3539] Forecasting GAB...
[2025-12-30T20:22:47.653677] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-30T20:22:47.653709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-30T20:22:47.665212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-30T20:22:47.665600] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-30T20:22:47.666371] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-30T20:22:47.666424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:47.666456] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:47.666482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:47.666539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:47.724124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:47.724966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:47.725047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:47.725080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:47.850530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:47.850703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:47.850745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:47.850773] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:47.854093] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-30T20:22:47.854385] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-30T20:22:47.854733] [INFO ] [sig       ] GAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:48.004670] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GAB.txt
[2025-12-30T20:22:48.004831] [INFO ] [sig       ] [1333/3539] Completed GAB in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:48.004872] [INFO ] [sig       ] [1334/3539] Forecasting GABC...
[2025-12-30T20:22:48.004903] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-30T20:22:48.004941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-30T20:22:48.017369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-30T20:22:48.017806] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-30T20:22:48.018704] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-30T20:22:48.018784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:48.018816] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:48.018843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:48.018901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:48.082342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:48.083237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:48.083340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:48.083380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:48.209290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:48.209482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:48.209529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:48.209563] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:48.213553] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-30T20:22:48.213945] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-30T20:22:48.214113] [INFO ] [sig       ] GABC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:48.364285] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GABC.txt
[2025-12-30T20:22:48.364440] [INFO ] [sig       ] [1334/3539] Completed GABC in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:48.364481] [INFO ] [sig       ] [1335/3539] Forecasting GAIA...
[2025-12-30T20:22:48.364512] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-30T20:22:48.364542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-30T20:22:48.376149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-30T20:22:48.376525] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-30T20:22:48.377352] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-30T20:22:48.377405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:48.377437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:48.377462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:48.377520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:48.439114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:48.440056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:48.440165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:48.440203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:48.558745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:48.558903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:48.558944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:48.558972] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:48.562368] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-30T20:22:48.562681] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-30T20:22:48.562810] [INFO ] [sig       ] GAIA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:48.704163] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GAIA.txt
[2025-12-30T20:22:48.704319] [INFO ] [sig       ] [1335/3539] Completed GAIA in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:48.704360] [INFO ] [sig       ] [1336/3539] Forecasting GAIN...
[2025-12-30T20:22:48.704390] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-30T20:22:48.704420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-30T20:22:48.716201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-30T20:22:48.716561] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-30T20:22:48.717353] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-30T20:22:48.717405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:48.717464] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:48.717493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:48.717550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:48.774251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:48.775100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:48.775188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:48.775221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:48.893703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:48.893876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:48.893925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:48.893954] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:48.897440] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-30T20:22:48.897754] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-30T20:22:48.897893] [INFO ] [sig       ] GAIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:49.039876] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GAIN.txt
[2025-12-30T20:22:49.040027] [INFO ] [sig       ] [1336/3539] Completed GAIN in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:49.040069] [INFO ] [sig       ] [1337/3539] Forecasting GAM...
[2025-12-30T20:22:49.040098] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-30T20:22:49.040130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-30T20:22:49.051592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-30T20:22:49.051899] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-30T20:22:49.052678] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-30T20:22:49.052730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:49.052762] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:49.052789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:49.052847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:49.110849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:49.111506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:49.111602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:49.111637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:49.225875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:49.226036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:49.226077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:49.226104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:49.229451] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-30T20:22:49.229742] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-30T20:22:49.229863] [INFO ] [sig       ] GAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:49.374154] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GAM.txt
[2025-12-30T20:22:49.374289] [INFO ] [sig       ] [1337/3539] Completed GAM in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-30T20:22:49.374328] [INFO ] [sig       ] [1338/3539] Forecasting GAMB...
[2025-12-30T20:22:49.374358] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-30T20:22:49.374388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-30T20:22:49.387678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-30T20:22:49.388061] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-30T20:22:49.388931] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-30T20:22:49.388986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:49.389032] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:49.389061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:49.389119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:49.449884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:49.450942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:49.451029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:49.451063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:49.578263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:49.578432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:49.578480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:49.578507] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:49.581987] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-30T20:22:49.582267] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-30T20:22:49.582398] [INFO ] [sig       ] GAMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:49.733932] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GAMB.txt
[2025-12-30T20:22:49.734072] [INFO ] [sig       ] [1338/3539] Completed GAMB in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-30T20:22:49.734111] [INFO ] [sig       ] [1339/3539] Forecasting GANX...
[2025-12-30T20:22:49.734140] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-30T20:22:49.734171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-30T20:22:49.745454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-30T20:22:49.745803] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-30T20:22:49.746605] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-30T20:22:49.746658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:49.746689] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:49.746715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:49.746773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:49.811447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:49.812375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:49.812466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:49.812500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:49.934820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:49.934975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:49.935017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:49.935101] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:49.938624] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-30T20:22:49.938929] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-30T20:22:49.939057] [INFO ] [sig       ] GANX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:50.096444] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GANX.txt
[2025-12-30T20:22:50.096623] [INFO ] [sig       ] [1339/3539] Completed GANX in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:50.096665] [INFO ] [sig       ] [1340/3539] Forecasting GASS...
[2025-12-30T20:22:50.096695] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-30T20:22:50.096727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-30T20:22:50.108013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-30T20:22:50.108363] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-30T20:22:50.109194] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-30T20:22:50.109246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:50.109277] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:50.109303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:50.109361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:50.171110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:50.171983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:50.172067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:50.172101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:50.299077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:50.299234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:50.299275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:50.299303] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:50.302687] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-30T20:22:50.302955] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-30T20:22:50.303085] [INFO ] [sig       ] GASS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:50.447929] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GASS.txt
[2025-12-30T20:22:50.448072] [INFO ] [sig       ] [1340/3539] Completed GASS in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:50.448114] [INFO ] [sig       ] [1341/3539] Forecasting GATX...
[2025-12-30T20:22:50.448143] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-30T20:22:50.448173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-30T20:22:50.460304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-30T20:22:50.460683] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-30T20:22:50.461549] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-30T20:22:50.461638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:50.461681] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:50.461710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:50.461786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:50.527093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:50.528132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:50.528241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:50.528277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:50.659797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:50.659962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:50.660010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:50.660040] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:50.663779] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-30T20:22:50.664089] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-30T20:22:50.664228] [INFO ] [sig       ] GATX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:50.827457] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GATX.txt
[2025-12-30T20:22:50.827632] [INFO ] [sig       ] [1341/3539] Completed GATX in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:50.827682] [INFO ] [sig       ] [1342/3539] Forecasting GAUZ...
[2025-12-30T20:22:50.827712] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-30T20:22:50.827747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-30T20:22:50.839101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-30T20:22:50.839440] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-30T20:22:50.840253] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-30T20:22:50.840317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:50.840354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:50.840386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:50.840453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:50.899975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:50.900760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:50.900844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:50.900877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:51.021897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:51.022063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:51.022105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:51.022133] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:51.025611] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2025-12-30T20:22:51.025893] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-30T20:22:51.026020] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:51.170903] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GAUZ.txt
[2025-12-30T20:22:51.171053] [INFO ] [sig       ] [1342/3539] Completed GAUZ in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:51.171093] [INFO ] [sig       ] [1343/3539] Forecasting GBAB...
[2025-12-30T20:22:51.171122] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-30T20:22:51.171152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-30T20:22:51.182866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-30T20:22:51.183211] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-30T20:22:51.184087] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-30T20:22:51.184142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:51.184174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:51.184201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:51.184259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:51.245073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:51.245846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:51.245930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:51.245963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:51.374825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:51.375193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:51.375237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:51.375266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:51.379221] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-30T20:22:51.379515] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-30T20:22:51.379705] [INFO ] [sig       ] GBAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:51.536042] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GBAB.txt
[2025-12-30T20:22:51.536200] [INFO ] [sig       ] [1343/3539] Completed GBAB in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:51.536243] [INFO ] [sig       ] [1344/3539] Forecasting GBCI...
[2025-12-30T20:22:51.536273] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-30T20:22:51.536303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-30T20:22:51.548885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-30T20:22:51.549284] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-30T20:22:51.550124] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-30T20:22:51.550179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:51.550213] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:51.550241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:51.550306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:51.609433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:51.610505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:51.610611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:51.610648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:51.742368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:51.742568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:51.742665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:51.742703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:51.747914] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-30T20:22:51.748424] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-30T20:22:51.748648] [INFO ] [sig       ] GBCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:51.936607] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GBCI.txt
[2025-12-30T20:22:51.936966] [INFO ] [sig       ] [1344/3539] Completed GBCI in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:51.937007] [INFO ] [sig       ] [1345/3539] Forecasting GBDC...
[2025-12-30T20:22:51.937038] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-30T20:22:51.937069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-30T20:22:51.950549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-30T20:22:51.950916] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-30T20:22:51.951719] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-30T20:22:51.951772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:51.951803] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:51.951830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:51.951886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:52.011920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:52.013006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:52.013093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:52.013125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:52.137565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:52.137743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:52.137805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:52.137835] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:52.141248] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-30T20:22:52.141545] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-30T20:22:52.141698] [INFO ] [sig       ] GBDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:52.290038] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GBDC.txt
[2025-12-30T20:22:52.290213] [INFO ] [sig       ] [1345/3539] Completed GBDC in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:52.290259] [INFO ] [sig       ] [1346/3539] Forecasting GBIO...
[2025-12-30T20:22:52.290289] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-30T20:22:52.290319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-30T20:22:52.301890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-30T20:22:52.302238] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-30T20:22:52.303081] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-30T20:22:52.303135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:52.303178] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:52.303208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:52.303269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:52.360002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:52.360747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:52.360922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:52.360973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:52.479628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:52.479784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:52.479826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:52.479854] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:52.483205] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-12-30T20:22:52.483479] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-30T20:22:52.483619] [INFO ] [sig       ] GBIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:52.622786] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GBIO.txt
[2025-12-30T20:22:52.622929] [INFO ] [sig       ] [1346/3539] Completed GBIO in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:52.622968] [INFO ] [sig       ] [1347/3539] Forecasting GBTG...
[2025-12-30T20:22:52.622999] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-30T20:22:52.623029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-30T20:22:52.634463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-30T20:22:52.634816] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-30T20:22:52.635628] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-30T20:22:52.635680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:52.635713] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:52.635740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:52.635799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:52.692814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:52.693839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:52.693922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:52.693954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:52.816814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:52.816958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:52.817019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:52.817048] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:52.820390] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-30T20:22:52.820679] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-30T20:22:52.820802] [INFO ] [sig       ] GBTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:52.962069] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GBTG.txt
[2025-12-30T20:22:52.962210] [INFO ] [sig       ] [1347/3539] Completed GBTG in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:52.962251] [INFO ] [sig       ] [1348/3539] Forecasting GBX...
[2025-12-30T20:22:52.962280] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-30T20:22:52.962310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-30T20:22:52.973865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-30T20:22:52.974206] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-30T20:22:52.975061] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-30T20:22:52.975115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:52.975147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:52.975176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:52.975254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:53.038024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:53.038851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:53.038939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:53.038971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:53.157850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:53.158007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:53.158048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:53.158078] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:53.161560] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=54.24%)
[2025-12-30T20:22:53.161868] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-30T20:22:53.161996] [INFO ] [sig       ] GBX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:53.312505] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GBX.txt
[2025-12-30T20:22:53.312665] [INFO ] [sig       ] [1348/3539] Completed GBX in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:53.312714] [INFO ] [sig       ] [1349/3539] Forecasting GCBC...
[2025-12-30T20:22:53.312745] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-30T20:22:53.312777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-30T20:22:53.323976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-30T20:22:53.324265] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-30T20:22:53.325120] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-30T20:22:53.325175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:53.325219] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:53.325248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:53.325306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:53.386592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:53.387380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:53.387466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:53.387499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:53.501879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:53.502047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:53.502091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:53.502120] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:53.505835] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-30T20:22:53.506115] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-30T20:22:53.506242] [INFO ] [sig       ] GCBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:53.659635] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GCBC.txt
[2025-12-30T20:22:53.659851] [INFO ] [sig       ] [1349/3539] Completed GCBC in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:53.659911] [INFO ] [sig       ] [1350/3539] Forecasting GCMG...
[2025-12-30T20:22:53.659959] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-30T20:22:53.660001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-30T20:22:53.671815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-30T20:22:53.672115] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-30T20:22:53.673080] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-30T20:22:53.673133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:53.673165] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:53.673193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:53.673251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:53.735792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:53.736712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:53.736801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:53.736834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:53.859826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:53.859985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:53.860027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:53.860056] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:53.863444] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-12-30T20:22:53.863737] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-30T20:22:53.863865] [INFO ] [sig       ] GCMG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:54.003117] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GCMG.txt
[2025-12-30T20:22:54.003285] [INFO ] [sig       ] [1350/3539] Completed GCMG in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:54.003326] [INFO ] [sig       ] [1351/3539] Forecasting GCO...
[2025-12-30T20:22:54.003355] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-30T20:22:54.003386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-30T20:22:54.014787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-30T20:22:54.015098] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-30T20:22:54.015930] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-30T20:22:54.015983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:54.016016] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:54.016045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:54.016104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:54.072558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:54.073199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:54.073280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:54.073313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:54.190365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:54.190498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:54.190538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:54.190567] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:54.193836] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-30T20:22:54.194119] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-30T20:22:54.194238] [INFO ] [sig       ] GCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:54.333741] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GCO.txt
[2025-12-30T20:22:54.333873] [INFO ] [sig       ] [1351/3539] Completed GCO in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:54.333911] [INFO ] [sig       ] [1352/3539] Forecasting GD...
[2025-12-30T20:22:54.333939] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-30T20:22:54.333969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-30T20:22:54.345260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-30T20:22:54.345602] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-30T20:22:54.346356] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-30T20:22:54.346408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:54.346439] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:54.346466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:54.346527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:54.403495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:54.404277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:54.404365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:54.404397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:54.516603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:54.516732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:54.516770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:54.516798] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:54.520060] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-30T20:22:54.520325] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-30T20:22:54.520448] [INFO ] [sig       ] GD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:54.658844] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GD.txt
[2025-12-30T20:22:54.658982] [INFO ] [sig       ] [1352/3539] Completed GD in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:54.659020] [INFO ] [sig       ] [1353/3539] Forecasting GDC...
[2025-12-30T20:22:54.659074] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-30T20:22:54.659106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-30T20:22:54.670110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-30T20:22:54.670411] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-30T20:22:54.671258] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-30T20:22:54.671312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:54.671382] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:54.671412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:54.671485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:54.729089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:54.729853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:54.729935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:54.729967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:54.848009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:54.848119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:54.848157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:54.848184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:54.851366] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-30T20:22:54.851648] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-30T20:22:54.851769] [INFO ] [sig       ] GDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:54.990776] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GDC.txt
[2025-12-30T20:22:54.990883] [INFO ] [sig       ] [1353/3539] Completed GDC in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:54.990922] [INFO ] [sig       ] [1354/3539] Forecasting GDDY...
[2025-12-30T20:22:54.990950] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-30T20:22:54.990980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-30T20:22:55.002304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-30T20:22:55.002593] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-30T20:22:55.003345] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-30T20:22:55.003396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:55.003427] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:55.003452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:55.003509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:55.059794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:55.060673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:55.060758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:55.060789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:55.185109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:55.185276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:55.185318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:55.185347] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:55.188740] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-30T20:22:55.189012] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-30T20:22:55.189137] [INFO ] [sig       ] GDDY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:55.330265] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GDDY.txt
[2025-12-30T20:22:55.330424] [INFO ] [sig       ] [1354/3539] Completed GDDY in 0.3s | 2.88 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-30T20:22:55.330466] [INFO ] [sig       ] [1355/3539] Forecasting GDEN...
[2025-12-30T20:22:55.330494] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-30T20:22:55.330524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-30T20:22:55.342443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-30T20:22:55.342805] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-30T20:22:55.343563] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-30T20:22:55.343632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:55.343664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:55.343690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:55.343747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:55.400102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:55.400990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:55.401105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:55.401141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:55.519872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:55.520030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:55.520071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:55.520100] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:55.523441] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-30T20:22:55.523732] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-30T20:22:55.523855] [INFO ] [sig       ] GDEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:55.663057] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GDEN.txt
[2025-12-30T20:22:55.663218] [INFO ] [sig       ] [1355/3539] Completed GDEN in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-30T20:22:55.663259] [INFO ] [sig       ] [1356/3539] Forecasting GDRX...
[2025-12-30T20:22:55.663288] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-30T20:22:55.663319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-30T20:22:55.675906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-30T20:22:55.676335] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-30T20:22:55.677153] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-30T20:22:55.677207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:55.677238] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:55.677264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:55.677322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:55.736112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:55.737031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:55.737126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:55.737165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:55.858523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:55.858701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:55.858764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:55.858862] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:55.862509] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-30T20:22:55.862896] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-30T20:22:55.863040] [INFO ] [sig       ] GDRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:56.009765] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GDRX.txt
[2025-12-30T20:22:56.009924] [INFO ] [sig       ] [1356/3539] Completed GDRX in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-30T20:22:56.009965] [INFO ] [sig       ] [1357/3539] Forecasting GDS...
[2025-12-30T20:22:56.009994] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-30T20:22:56.010025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-30T20:22:56.021807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-30T20:22:56.022151] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-30T20:22:56.022939] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-30T20:22:56.022992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:56.023024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:56.023050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:56.023106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:56.080005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:56.080862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:56.080954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:56.080986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:56.204198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:56.204358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:56.204400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:56.204428] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:56.207831] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-30T20:22:56.208120] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-30T20:22:56.208249] [INFO ] [sig       ] GDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:56.353054] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GDS.txt
[2025-12-30T20:22:56.353210] [INFO ] [sig       ] [1357/3539] Completed GDS in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:56.353250] [INFO ] [sig       ] [1358/3539] Forecasting GDYN...
[2025-12-30T20:22:56.353279] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-30T20:22:56.353309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-30T20:22:56.364825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-30T20:22:56.365194] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-30T20:22:56.366120] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-30T20:22:56.366176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:56.366207] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:56.366232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:56.366289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:56.422993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:56.423925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:56.424014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:56.424086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:56.550459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:56.550639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:56.550685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:56.550716] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:56.554285] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-30T20:22:56.554611] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-30T20:22:56.554750] [INFO ] [sig       ] GDYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:56.700337] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GDYN.txt
[2025-12-30T20:22:56.700502] [INFO ] [sig       ] [1358/3539] Completed GDYN in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:56.700541] [INFO ] [sig       ] [1359/3539] Forecasting GE...
[2025-12-30T20:22:56.700591] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-30T20:22:56.700627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-30T20:22:56.712858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-30T20:22:56.713215] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-30T20:22:56.714207] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-30T20:22:56.714260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:56.714291] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:56.714317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:56.714374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:56.774716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:56.775776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:56.775883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:56.775928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:56.899819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:56.899976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:56.900017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:56.900045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:56.903428] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-30T20:22:56.903766] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-30T20:22:56.903898] [INFO ] [sig       ] GE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:57.057285] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GE.txt
[2025-12-30T20:22:57.057452] [INFO ] [sig       ] [1359/3539] Completed GE in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:57.057495] [INFO ] [sig       ] [1360/3539] Forecasting GECC...
[2025-12-30T20:22:57.057524] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-30T20:22:57.057555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-30T20:22:57.069400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-30T20:22:57.069804] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-30T20:22:57.070628] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-30T20:22:57.070682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:57.070715] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:57.070741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:57.070813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:57.135007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:57.136007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:57.136099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:57.136134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:57.271565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:57.271742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:57.271782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:57.271811] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:57.275563] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-30T20:22:57.275882] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-30T20:22:57.276017] [INFO ] [sig       ] GECC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:57.418085] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GECC.txt
[2025-12-30T20:22:57.418239] [INFO ] [sig       ] [1360/3539] Completed GECC in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:57.418278] [INFO ] [sig       ] [1361/3539] Forecasting GEF...
[2025-12-30T20:22:57.418309] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-30T20:22:57.418340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-30T20:22:57.429637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-30T20:22:57.430003] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-30T20:22:57.430841] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-30T20:22:57.430895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:57.430925] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:57.430952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:57.431009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:57.491570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:57.492454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:57.492547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:57.492599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:57.620684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:57.620840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:57.620882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:57.620913] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:57.624438] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-30T20:22:57.624751] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-30T20:22:57.624881] [INFO ] [sig       ] GEF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:57.776254] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GEF.txt
[2025-12-30T20:22:57.776399] [INFO ] [sig       ] [1361/3539] Completed GEF in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:57.776441] [INFO ] [sig       ] [1362/3539] Forecasting GEHC...
[2025-12-30T20:22:57.776471] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-30T20:22:57.776501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-30T20:22:57.789283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-30T20:22:57.789643] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-30T20:22:57.790465] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-30T20:22:57.790542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:57.790611] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:57.790651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:57.790732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:57.852536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:57.853658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:57.853743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:57.853776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:57.988612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:57.988801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:57.988844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:57.988873] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:57.992325] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-30T20:22:57.992661] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-30T20:22:57.992789] [INFO ] [sig       ] GEHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:58.146824] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GEHC.txt
[2025-12-30T20:22:58.146979] [INFO ] [sig       ] [1362/3539] Completed GEHC in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:58.147020] [INFO ] [sig       ] [1363/3539] Forecasting GEL...
[2025-12-30T20:22:58.147051] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-30T20:22:58.147081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-30T20:22:58.159135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-30T20:22:58.159514] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-30T20:22:58.160359] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-30T20:22:58.160420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:58.160465] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:58.160512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:58.160619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:58.224217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:58.225122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:58.225236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:58.225271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:58.351090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:58.351249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:58.351291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:58.351320] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:58.354946] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-30T20:22:58.355242] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-30T20:22:58.355373] [INFO ] [sig       ] GEL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:58.506750] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GEL.txt
[2025-12-30T20:22:58.506888] [INFO ] [sig       ] [1363/3539] Completed GEL in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:58.506926] [INFO ] [sig       ] [1364/3539] Forecasting GEN...
[2025-12-30T20:22:58.506956] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-30T20:22:58.506986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-30T20:22:58.518325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-30T20:22:58.518682] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-30T20:22:58.519495] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-30T20:22:58.519548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:58.519599] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:58.519629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:58.519686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:58.579088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:58.580054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:58.580145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:58.580181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:58.708244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:58.708392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:58.708433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:58.708461] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:58.711900] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-30T20:22:58.712175] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-30T20:22:58.712299] [INFO ] [sig       ] GEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:58.863097] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GEN.txt
[2025-12-30T20:22:58.863226] [INFO ] [sig       ] [1364/3539] Completed GEN in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:58.863265] [INFO ] [sig       ] [1365/3539] Forecasting GENI...
[2025-12-30T20:22:58.863294] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-30T20:22:58.863325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-30T20:22:58.875692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-30T20:22:58.875968] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-30T20:22:58.876737] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-30T20:22:58.876789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:58.876821] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:58.876848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:58.876905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:58.937962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:58.938767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:58.938857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:58.938891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:59.058670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:59.058846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:59.058890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:59.058921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:59.062378] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-30T20:22:59.062681] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-30T20:22:59.062807] [INFO ] [sig       ] GENI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:22:59.218118] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GENI.txt
[2025-12-30T20:22:59.218281] [INFO ] [sig       ] [1365/3539] Completed GENI in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:59.218322] [INFO ] [sig       ] [1366/3539] Forecasting GENK...
[2025-12-30T20:22:59.218351] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-30T20:22:59.218381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-30T20:22:59.230767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-30T20:22:59.231047] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-30T20:22:59.231939] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-30T20:22:59.231994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:59.232029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:59.232058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:59.232118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:59.294542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:59.295303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:59.295387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:59.295421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:59.426024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:59.426176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:59.426219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:59.426250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:59.429748] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-30T20:22:59.430024] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-30T20:22:59.430152] [INFO ] [sig       ] GENK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:59.587743] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GENK.txt
[2025-12-30T20:22:59.587910] [INFO ] [sig       ] [1366/3539] Completed GENK in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:59.587949] [INFO ] [sig       ] [1367/3539] Forecasting GEOS...
[2025-12-30T20:22:59.587979] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-30T20:22:59.588009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-30T20:22:59.602450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-30T20:22:59.603080] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-30T20:22:59.603963] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-30T20:22:59.604019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:59.604053] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:59.604081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:59.604141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:22:59.663164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:22:59.664061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:22:59.664146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:22:59.664180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:22:59.782960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:22:59.783120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:22:59.783163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:22:59.783192] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:22:59.786609] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-30T20:22:59.786916] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-30T20:22:59.787045] [INFO ] [sig       ] GEOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:22:59.933708] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GEOS.txt
[2025-12-30T20:22:59.934052] [INFO ] [sig       ] [1367/3539] Completed GEOS in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:22:59.934093] [INFO ] [sig       ] [1368/3539] Forecasting GERN...
[2025-12-30T20:22:59.934123] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-30T20:22:59.934153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-30T20:22:59.946841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-30T20:22:59.947196] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-30T20:22:59.947991] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-30T20:22:59.948044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:22:59.948075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:22:59.948102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:22:59.948159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:00.007295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:00.008166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:00.008254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:00.008288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:00.131804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:00.131922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:00.131963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:00.131993] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:00.135524] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-30T20:23:00.135876] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-30T20:23:00.136012] [INFO ] [sig       ] GERN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:00.284340] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GERN.txt
[2025-12-30T20:23:00.284498] [INFO ] [sig       ] [1368/3539] Completed GERN in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:23:00.284541] [INFO ] [sig       ] [1369/3539] Forecasting GES...
[2025-12-30T20:23:00.284594] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-30T20:23:00.284627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-30T20:23:00.297462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-30T20:23:00.297872] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-30T20:23:00.298778] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-30T20:23:00.298839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:00.298873] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:00.298901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:00.298961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:00.364261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:00.365194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:00.365284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:00.365319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:00.496249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:00.496441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:00.496491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:00.496524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:00.501375] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-30T20:23:00.501848] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-30T20:23:00.502011] [INFO ] [sig       ] GES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:00.650546] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GES.txt
[2025-12-30T20:23:00.650730] [INFO ] [sig       ] [1369/3539] Completed GES in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:23:00.650771] [INFO ] [sig       ] [1370/3539] Forecasting GEVO...
[2025-12-30T20:23:00.650801] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-30T20:23:00.650831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-30T20:23:00.662677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-30T20:23:00.663046] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-30T20:23:00.663869] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-30T20:23:00.663927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:00.664001] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:00.664034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:00.664097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:00.724553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:00.725753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:00.725849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:00.725884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:00.850755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:00.850925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:00.850971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:00.851001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:00.854529] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-30T20:23:00.854920] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-30T20:23:00.855066] [INFO ] [sig       ] GEVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:01.005377] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GEVO.txt
[2025-12-30T20:23:01.005538] [INFO ] [sig       ] [1370/3539] Completed GEVO in 0.4s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:23:01.005609] [INFO ] [sig       ] [1371/3539] Forecasting GFF...
[2025-12-30T20:23:01.005648] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-30T20:23:01.005684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-30T20:23:01.018458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-30T20:23:01.019073] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-30T20:23:01.019889] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-30T20:23:01.019941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:01.019972] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:01.019999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:01.020055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:01.078585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:01.079334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:01.079419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:01.079452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:01.196066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:01.196223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:01.196264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:01.196293] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:01.199677] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-30T20:23:01.199955] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-30T20:23:01.200080] [INFO ] [sig       ] GFF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:01.340230] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GFF.txt
[2025-12-30T20:23:01.340368] [INFO ] [sig       ] [1371/3539] Completed GFF in 0.3s | 2.88 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-30T20:23:01.340407] [INFO ] [sig       ] [1372/3539] Forecasting GFI...
[2025-12-30T20:23:01.340437] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-30T20:23:01.340467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-30T20:23:01.352392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-30T20:23:01.352756] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-30T20:23:01.353545] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-30T20:23:01.353623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:01.353662] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:01.353690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:01.353751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:01.415639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:01.416478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:01.416563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:01.416618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:01.558299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:01.558482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:01.558536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:01.558598] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:01.563629] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-30T20:23:01.564157] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-30T20:23:01.564356] [INFO ] [sig       ] GFI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:01.734203] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GFI.txt
[2025-12-30T20:23:01.734355] [INFO ] [sig       ] [1372/3539] Completed GFI in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-30T20:23:01.734395] [INFO ] [sig       ] [1373/3539] Forecasting GFL...
[2025-12-30T20:23:01.734426] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-30T20:23:01.734457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-30T20:23:01.746204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-30T20:23:01.746496] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-30T20:23:01.747315] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-30T20:23:01.747370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:01.747414] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:01.747443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:01.747502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:01.806670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:01.807397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:01.807482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:01.807516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:01.935354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:01.935516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:01.935559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:01.935669] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:01.939514] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-12-30T20:23:01.939832] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-30T20:23:01.939963] [INFO ] [sig       ] GFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:02.084885] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GFL.txt
[2025-12-30T20:23:02.085053] [INFO ] [sig       ] [1373/3539] Completed GFL in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-30T20:23:02.085112] [INFO ] [sig       ] [1374/3539] Forecasting GFS...
[2025-12-30T20:23:02.085145] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-30T20:23:02.085178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-30T20:23:02.097877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-30T20:23:02.098323] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-30T20:23:02.099224] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-30T20:23:02.099279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:02.099312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:02.099339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:02.099396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:02.160091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:02.161160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:02.161247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:02.161280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:02.282987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:02.283153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:02.283196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:02.283223] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:02.286931] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-30T20:23:02.287271] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-30T20:23:02.287411] [INFO ] [sig       ] GFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:02.441427] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GFS.txt
[2025-12-30T20:23:02.441619] [INFO ] [sig       ] [1374/3539] Completed GFS in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-30T20:23:02.441663] [INFO ] [sig       ] [1375/3539] Forecasting GGAL...
[2025-12-30T20:23:02.441694] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-30T20:23:02.441725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-30T20:23:02.457302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-30T20:23:02.457818] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-30T20:23:02.459056] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-30T20:23:02.459120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:02.459158] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:02.459189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:02.459266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:02.523452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:02.524306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:02.524393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:02.524427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:02.647212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:02.647368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:02.647408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:02.647436] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:02.650926] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-30T20:23:02.651204] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-30T20:23:02.651333] [INFO ] [sig       ] GGAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:02.791802] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GGAL.txt
[2025-12-30T20:23:02.791954] [INFO ] [sig       ] [1375/3539] Completed GGAL in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:02.791995] [INFO ] [sig       ] [1376/3539] Forecasting GGB...
[2025-12-30T20:23:02.792025] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-30T20:23:02.792057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-30T20:23:02.804028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-30T20:23:02.804442] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-30T20:23:02.805344] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-30T20:23:02.805401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:02.805435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:02.805463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:02.805524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:02.869876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:02.870759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:02.870854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:02.870889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:03.000698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:03.000874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:03.000916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:03.000947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:03.004686] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-30T20:23:03.005058] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-30T20:23:03.005202] [INFO ] [sig       ] GGB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:03.156005] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GGB.txt
[2025-12-30T20:23:03.156160] [INFO ] [sig       ] [1376/3539] Completed GGB in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:03.156206] [INFO ] [sig       ] [1377/3539] Forecasting GGG...
[2025-12-30T20:23:03.156238] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-30T20:23:03.156270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-30T20:23:03.169273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-30T20:23:03.169666] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-30T20:23:03.170452] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-30T20:23:03.170506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:03.170540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:03.170567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:03.170665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:03.231644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:03.232513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:03.232619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:03.232655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:03.355285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:03.355462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:03.355525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:03.355556] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:03.359106] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2025-12-30T20:23:03.359414] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-30T20:23:03.359540] [INFO ] [sig       ] GGG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:03.507616] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GGG.txt
[2025-12-30T20:23:03.507780] [INFO ] [sig       ] [1377/3539] Completed GGG in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:03.507821] [INFO ] [sig       ] [1378/3539] Forecasting GGLL...
[2025-12-30T20:23:03.507852] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-30T20:23:03.507895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-30T20:23:03.520624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-30T20:23:03.521134] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-30T20:23:03.521930] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-30T20:23:03.521984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:03.522015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:03.522042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:03.522099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:03.583207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:03.584292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:03.584380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:03.584413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:03.701303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:03.701467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:03.701508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:03.701536] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:03.704871] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-12-30T20:23:03.705148] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-30T20:23:03.705288] [INFO ] [sig       ] GGLL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:03.851831] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GGLL.txt
[2025-12-30T20:23:03.851961] [INFO ] [sig       ] [1378/3539] Completed GGLL in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:03.851999] [INFO ] [sig       ] [1379/3539] Forecasting GGLS...
[2025-12-30T20:23:03.852028] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-30T20:23:03.852059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-30T20:23:03.864933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-30T20:23:03.865480] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-30T20:23:03.866258] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-30T20:23:03.866310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:03.866341] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:03.866367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:03.866424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:03.930227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:03.931095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:03.931184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:03.931218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:04.052714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:04.052888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:04.052935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:04.052964] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:04.056443] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-30T20:23:04.056739] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-30T20:23:04.056870] [INFO ] [sig       ] GGLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:04.198254] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GGLS.txt
[2025-12-30T20:23:04.198382] [INFO ] [sig       ] [1379/3539] Completed GGLS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:04.198421] [INFO ] [sig       ] [1380/3539] Forecasting GH...
[2025-12-30T20:23:04.198451] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-30T20:23:04.198480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-30T20:23:04.211049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-30T20:23:04.211351] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-30T20:23:04.212241] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-30T20:23:04.212294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:04.212326] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:04.212354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:04.212414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:04.271182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:04.271822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:04.271935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:04.271969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:04.394463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:04.394642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:04.394685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:04.394731] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:04.398057] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-12-30T20:23:04.398343] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-30T20:23:04.398470] [INFO ] [sig       ] GH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:04.538903] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GH.txt
[2025-12-30T20:23:04.539034] [INFO ] [sig       ] [1380/3539] Completed GH in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:04.539074] [INFO ] [sig       ] [1381/3539] Forecasting GHI...
[2025-12-30T20:23:04.539105] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-30T20:23:04.539136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-30T20:23:04.551015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-30T20:23:04.551312] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-30T20:23:04.552127] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-30T20:23:04.552182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:04.552215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:04.552242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:04.552301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:04.610546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:04.611171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:04.611251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:04.611284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:04.727200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:04.727358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:04.727399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:04.727428] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:04.731127] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=36.27%)
[2025-12-30T20:23:04.731397] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-30T20:23:04.731517] [INFO ] [sig       ] GHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:04.880133] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GHI.txt
[2025-12-30T20:23:04.880309] [INFO ] [sig       ] [1381/3539] Completed GHI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:04.880351] [INFO ] [sig       ] [1382/3539] Forecasting GHM...
[2025-12-30T20:23:04.880380] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-30T20:23:04.880411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-30T20:23:04.892651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-30T20:23:04.893106] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-30T20:23:04.894115] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-30T20:23:04.894170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:04.894201] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:04.894228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:04.894287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:04.954184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:04.954852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:04.954934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:04.954981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:05.073859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:05.074021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:05.074062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:05.074090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:05.077424] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-30T20:23:05.077720] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-30T20:23:05.077845] [INFO ] [sig       ] GHM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:05.220658] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GHM.txt
[2025-12-30T20:23:05.220816] [INFO ] [sig       ] [1382/3539] Completed GHM in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:05.220857] [INFO ] [sig       ] [1383/3539] Forecasting GHRS...
[2025-12-30T20:23:05.220886] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-30T20:23:05.220918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-30T20:23:05.232394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-30T20:23:05.232703] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-30T20:23:05.233444] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-30T20:23:05.233495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:05.233526] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:05.233552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:05.233629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:05.291453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:05.292237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:05.292319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:05.292351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:05.412690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:05.412841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:05.412881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:05.412909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:05.416174] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-30T20:23:05.416436] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-30T20:23:05.416553] [INFO ] [sig       ] GHRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:05.564673] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GHRS.txt
[2025-12-30T20:23:05.564869] [INFO ] [sig       ] [1383/3539] Completed GHRS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:05.564913] [INFO ] [sig       ] [1384/3539] Forecasting GHY...
[2025-12-30T20:23:05.564943] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-30T20:23:05.564974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-30T20:23:05.576878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-30T20:23:05.577225] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-30T20:23:05.578055] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-30T20:23:05.578110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:05.578142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:05.578181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:05.578240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:05.638085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:05.638790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:05.638871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:05.639097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:05.755150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:05.755270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:05.755308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:05.755336] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:05.758479] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-12-30T20:23:05.758780] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-30T20:23:05.758902] [INFO ] [sig       ] GHY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:05.902788] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GHY.txt
[2025-12-30T20:23:05.902953] [INFO ] [sig       ] [1384/3539] Completed GHY in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:05.902993] [INFO ] [sig       ] [1385/3539] Forecasting GIB...
[2025-12-30T20:23:05.903023] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-30T20:23:05.903053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-30T20:23:05.914919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-30T20:23:05.915210] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-30T20:23:05.915985] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-30T20:23:05.916037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:05.916067] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:05.916094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:05.916151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:05.974152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:05.974776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:05.974856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:05.974888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:06.092959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:06.093113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:06.093152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:06.093180] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:06.096471] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-30T20:23:06.096754] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-30T20:23:06.096873] [INFO ] [sig       ] GIB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:06.241768] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GIB.txt
[2025-12-30T20:23:06.241919] [INFO ] [sig       ] [1385/3539] Completed GIB in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:06.241959] [INFO ] [sig       ] [1386/3539] Forecasting GIFI...
[2025-12-30T20:23:06.241988] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-30T20:23:06.242017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-30T20:23:06.253990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-30T20:23:06.254250] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-30T20:23:06.255195] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-30T20:23:06.255247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:06.255278] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:06.255304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:06.255361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:06.315110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:06.315742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:06.315838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:06.315873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:06.433689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:06.433851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:06.433890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:06.433919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:06.437241] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-30T20:23:06.437520] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-30T20:23:06.437664] [INFO ] [sig       ] GIFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:06.581702] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GIFI.txt
[2025-12-30T20:23:06.581831] [INFO ] [sig       ] [1386/3539] Completed GIFI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:06.581869] [INFO ] [sig       ] [1387/3539] Forecasting GIII...
[2025-12-30T20:23:06.581898] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-30T20:23:06.581927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-30T20:23:06.593706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-30T20:23:06.593976] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-30T20:23:06.594782] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-30T20:23:06.594836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:06.594902] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:06.594941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:06.595024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:06.655699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:06.656598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:06.656682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:06.656717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:06.778304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:06.778469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:06.778512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:06.778540] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:06.782192] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-30T20:23:06.782520] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-30T20:23:06.782673] [INFO ] [sig       ] GIII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:06.931708] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GIII.txt
[2025-12-30T20:23:06.931851] [INFO ] [sig       ] [1387/3539] Completed GIII in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:06.931891] [INFO ] [sig       ] [1388/3539] Forecasting GIL...
[2025-12-30T20:23:06.931922] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-30T20:23:06.931958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-30T20:23:06.943608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-30T20:23:06.943922] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-30T20:23:06.944722] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-30T20:23:06.944776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:06.944807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:06.944833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:06.944890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:07.003165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:07.003897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:07.003978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:07.004011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:07.123773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:07.124128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:07.124169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:07.124198] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:07.127720] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-30T20:23:07.127985] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-30T20:23:07.128105] [INFO ] [sig       ] GIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:07.271342] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GIL.txt
[2025-12-30T20:23:07.271484] [INFO ] [sig       ] [1388/3539] Completed GIL in 0.3s | 2.88 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-30T20:23:07.271523] [INFO ] [sig       ] [1389/3539] Forecasting GILD...
[2025-12-30T20:23:07.271554] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-30T20:23:07.271601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-30T20:23:07.284099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-30T20:23:07.284373] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-30T20:23:07.285374] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-30T20:23:07.285426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:07.285457] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:07.285482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:07.285539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:07.343760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:07.344334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:07.344414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:07.344445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:07.463862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:07.463985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:07.464023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:07.464049] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:07.467386] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-30T20:23:07.467672] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-30T20:23:07.467799] [INFO ] [sig       ] GILD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:07.608812] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GILD.txt
[2025-12-30T20:23:07.609120] [INFO ] [sig       ] [1389/3539] Completed GILD in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-30T20:23:07.609158] [INFO ] [sig       ] [1390/3539] Forecasting GIS...
[2025-12-30T20:23:07.609187] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-30T20:23:07.609217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-30T20:23:07.624453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-30T20:23:07.624918] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-30T20:23:07.625804] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-30T20:23:07.625857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:07.625888] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:07.625915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:07.625977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:07.686862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:07.687787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:07.687880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:07.687914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:07.812531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:07.812705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:07.812746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:07.812852] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:07.816892] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-12-30T20:23:07.817166] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-30T20:23:07.817288] [INFO ] [sig       ] GIS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:07.965326] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GIS.txt
[2025-12-30T20:23:07.965487] [INFO ] [sig       ] [1390/3539] Completed GIS in 0.4s | 2.88 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-30T20:23:07.965528] [INFO ] [sig       ] [1391/3539] Forecasting GKOS...
[2025-12-30T20:23:07.965557] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-30T20:23:07.965608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-30T20:23:07.978376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-30T20:23:07.978761] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-30T20:23:07.979555] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-30T20:23:07.979633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:07.979671] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:07.979705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:07.979777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:08.039567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:08.040682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:08.040785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:08.040826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:08.165103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:08.165282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:08.165327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:08.165356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:08.168946] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-30T20:23:08.169234] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-30T20:23:08.169364] [INFO ] [sig       ] GKOS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:08.314273] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GKOS.txt
[2025-12-30T20:23:08.314439] [INFO ] [sig       ] [1391/3539] Completed GKOS in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-30T20:23:08.314480] [INFO ] [sig       ] [1392/3539] Forecasting GL...
[2025-12-30T20:23:08.314509] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-30T20:23:08.314539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-30T20:23:08.340871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-30T20:23:08.341388] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-30T20:23:08.342164] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-30T20:23:08.342216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:08.342247] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:08.342274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:08.342331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:08.399884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:08.400472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:08.400549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:08.400598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:08.520950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:08.521079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:08.521117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:08.521145] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:08.524351] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-30T20:23:08.524634] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-30T20:23:08.524754] [INFO ] [sig       ] GL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:08.666093] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GL.txt
[2025-12-30T20:23:08.666212] [INFO ] [sig       ] [1392/3539] Completed GL in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:08.666251] [INFO ] [sig       ] [1393/3539] Forecasting GLAD...
[2025-12-30T20:23:08.666280] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-30T20:23:08.666310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-30T20:23:08.678328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-30T20:23:08.678688] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-30T20:23:08.679736] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-30T20:23:08.679787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:08.679818] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:08.679844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:08.679900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:08.738559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:08.739508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:08.739619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:08.739658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:08.863106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:08.863329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:08.863379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:08.863411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:08.867036] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-30T20:23:08.867328] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-30T20:23:08.867458] [INFO ] [sig       ] GLAD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:09.010221] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLAD.txt
[2025-12-30T20:23:09.010385] [INFO ] [sig       ] [1393/3539] Completed GLAD in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:09.010425] [INFO ] [sig       ] [1394/3539] Forecasting GLBE...
[2025-12-30T20:23:09.010455] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-30T20:23:09.010494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-30T20:23:09.022271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-30T20:23:09.022613] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-30T20:23:09.023381] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-30T20:23:09.023434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:09.023466] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:09.023492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:09.023556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:09.080332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:09.080973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:09.081054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:09.081086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:09.200595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:09.200731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:09.200777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:09.200811] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:09.204045] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-30T20:23:09.204310] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-30T20:23:09.204431] [INFO ] [sig       ] GLBE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:09.344658] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLBE.txt
[2025-12-30T20:23:09.344782] [INFO ] [sig       ] [1394/3539] Completed GLBE in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:09.344822] [INFO ] [sig       ] [1395/3539] Forecasting GLBS...
[2025-12-30T20:23:09.344852] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-30T20:23:09.344884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-30T20:23:09.355928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-30T20:23:09.356190] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-30T20:23:09.356954] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-30T20:23:09.357006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:09.357037] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:09.357063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:09.357120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:09.413614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:09.414214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:09.414296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:09.414328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:09.529282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:09.529440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:09.529480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:09.529509] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:09.532889] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-12-30T20:23:09.533168] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-30T20:23:09.533296] [INFO ] [sig       ] GLBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:09.681663] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GLBS.txt
[2025-12-30T20:23:09.681822] [INFO ] [sig       ] [1395/3539] Completed GLBS in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:09.681862] [INFO ] [sig       ] [1396/3539] Forecasting GLDD...
[2025-12-30T20:23:09.681893] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-30T20:23:09.681923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-30T20:23:09.694327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-30T20:23:09.694628] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-30T20:23:09.695601] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-30T20:23:09.695653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:09.695683] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:09.695709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:09.695771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:09.757173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:09.758002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:09.758083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:09.758115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:09.879657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:09.879795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:09.879841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:09.879874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:09.883184] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-30T20:23:09.883458] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-30T20:23:09.883604] [INFO ] [sig       ] GLDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:10.028887] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLDD.txt
[2025-12-30T20:23:10.029014] [INFO ] [sig       ] [1396/3539] Completed GLDD in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:10.029052] [INFO ] [sig       ] [1397/3539] Forecasting GLNG...
[2025-12-30T20:23:10.029081] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-30T20:23:10.029111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-30T20:23:10.041102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-30T20:23:10.041380] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-30T20:23:10.042149] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-30T20:23:10.042211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:10.042243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:10.042271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:10.042327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:10.100975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:10.101758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:10.101868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:10.101901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:10.223106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:10.223230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:10.223268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:10.223298] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:10.226590] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-12-30T20:23:10.226862] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-30T20:23:10.226983] [INFO ] [sig       ] GLNG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:10.378284] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLNG.txt
[2025-12-30T20:23:10.378406] [INFO ] [sig       ] [1397/3539] Completed GLNG in 0.3s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:10.378444] [INFO ] [sig       ] [1398/3539] Forecasting GLOB...
[2025-12-30T20:23:10.378474] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-30T20:23:10.378504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-30T20:23:10.390473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-30T20:23:10.390825] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-30T20:23:10.391623] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-30T20:23:10.391676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:10.391710] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:10.391738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:10.391798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:10.452408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:10.453453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:10.453557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:10.453622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:10.587752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:10.587935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:10.587985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:10.588016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:10.591638] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-30T20:23:10.591944] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-30T20:23:10.592073] [INFO ] [sig       ] GLOB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:10.742118] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GLOB.txt
[2025-12-30T20:23:10.742318] [INFO ] [sig       ] [1398/3539] Completed GLOB in 0.4s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:10.742384] [INFO ] [sig       ] [1399/3539] Forecasting GLP...
[2025-12-30T20:23:10.742432] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-30T20:23:10.742481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-30T20:23:10.757889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-30T20:23:10.758346] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-30T20:23:10.759483] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-30T20:23:10.759553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:10.759635] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:10.759682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:10.759772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:10.820075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:10.820889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:10.820974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:10.821008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:10.940371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:10.940524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:10.940565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:10.940613] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:10.943932] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-30T20:23:10.944196] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-30T20:23:10.944317] [INFO ] [sig       ] GLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:11.093012] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLP.txt
[2025-12-30T20:23:11.093127] [INFO ] [sig       ] [1399/3539] Completed GLP in 0.4s | 2.88 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:11.093165] [INFO ] [sig       ] [1400/3539] Forecasting GLPG...
[2025-12-30T20:23:11.093194] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-30T20:23:11.093225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-30T20:23:11.109106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-30T20:23:11.109613] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-30T20:23:11.110808] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-30T20:23:11.110880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:11.110934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:11.110983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:11.111074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:11.179965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:11.181194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:11.181316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:11.181366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:11.314851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:11.315023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:11.315065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:11.315095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:11.318526] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-30T20:23:11.318856] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-30T20:23:11.318985] [INFO ] [sig       ] GLPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:11.464213] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GLPG.txt
[2025-12-30T20:23:11.464406] [INFO ] [sig       ] [1400/3539] Completed GLPG in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:11.464454] [INFO ] [sig       ] [1401/3539] Forecasting GLPI...
[2025-12-30T20:23:11.464486] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-30T20:23:11.464516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-30T20:23:11.475553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-30T20:23:11.475931] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-30T20:23:11.476717] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-30T20:23:11.476770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:11.476801] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:11.476828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:11.476884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:11.540413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:11.541476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:11.541602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:11.541644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:11.658061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:11.658225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:11.658274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:11.658314] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:11.662171] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-30T20:23:11.662591] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-30T20:23:11.662757] [INFO ] [sig       ] GLPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:11.816311] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GLPI.txt
[2025-12-30T20:23:11.816495] [INFO ] [sig       ] [1401/3539] Completed GLPI in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:11.816537] [INFO ] [sig       ] [1402/3539] Forecasting GLRE...
[2025-12-30T20:23:11.816584] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-30T20:23:11.816621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-30T20:23:11.829722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-30T20:23:11.830148] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-30T20:23:11.831225] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-30T20:23:11.831286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:11.831320] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:11.831358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:11.831430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:11.894528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:11.895660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:11.895754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:11.895788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:12.015515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:12.015686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:12.015728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:12.015757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:12.019117] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-30T20:23:12.019409] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-30T20:23:12.019533] [INFO ] [sig       ] GLRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:12.161339] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GLRE.txt
[2025-12-30T20:23:12.161475] [INFO ] [sig       ] [1402/3539] Completed GLRE in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:12.161513] [INFO ] [sig       ] [1403/3539] Forecasting GLSI...
[2025-12-30T20:23:12.161542] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-30T20:23:12.161588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-30T20:23:12.178354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-30T20:23:12.178653] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-30T20:23:12.179427] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-30T20:23:12.179479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:12.179510] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:12.179536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:12.179610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:12.241047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:12.241863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:12.241946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:12.241978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:12.361776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:12.361956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:12.361998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:12.362029] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:12.365718] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-30T20:23:12.366099] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-30T20:23:12.366268] [INFO ] [sig       ] GLSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:12.512496] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLSI.txt
[2025-12-30T20:23:12.512676] [INFO ] [sig       ] [1403/3539] Completed GLSI in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:12.512717] [INFO ] [sig       ] [1404/3539] Forecasting GLTO...
[2025-12-30T20:23:12.512746] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-30T20:23:12.512777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-30T20:23:12.525735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-30T20:23:12.526126] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-30T20:23:12.526947] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-30T20:23:12.527004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:12.527063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:12.527091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:12.527149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:12.587919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:12.588917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:12.589016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:12.589050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:12.708870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:12.709038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:12.709098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:12.709128] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:12.712676] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-30T20:23:12.713015] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-30T20:23:12.713158] [INFO ] [sig       ] GLTO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:12.858950] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLTO.txt
[2025-12-30T20:23:12.859109] [INFO ] [sig       ] [1404/3539] Completed GLTO in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:12.859148] [INFO ] [sig       ] [1405/3539] Forecasting GLUE...
[2025-12-30T20:23:12.859177] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-30T20:23:12.859208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-30T20:23:12.870759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-30T20:23:12.871097] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-30T20:23:12.871872] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-30T20:23:12.871926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:12.871960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:12.871986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:12.872043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:12.929026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:12.929867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:12.929950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:12.929981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:13.052894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:13.053077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:13.053119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:13.053149] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:13.056735] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-30T20:23:13.057005] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-30T20:23:13.057147] [INFO ] [sig       ] GLUE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:13.197838] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GLUE.txt
[2025-12-30T20:23:13.197964] [INFO ] [sig       ] [1405/3539] Completed GLUE in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-30T20:23:13.198003] [INFO ] [sig       ] [1406/3539] Forecasting GMAB...
[2025-12-30T20:23:13.198031] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-30T20:23:13.198060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-30T20:23:13.209707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-30T20:23:13.209982] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-30T20:23:13.210750] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-30T20:23:13.210801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:13.210832] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:13.210859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:13.210915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:13.268951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:13.269598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:13.269686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:13.269719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:13.391081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:13.391241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:13.391281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:13.391310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:13.394638] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-30T20:23:13.394908] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-30T20:23:13.395031] [INFO ] [sig       ] GMAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:13.533279] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GMAB.txt
[2025-12-30T20:23:13.533410] [INFO ] [sig       ] [1406/3539] Completed GMAB in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-30T20:23:13.533448] [INFO ] [sig       ] [1407/3539] Forecasting GME...
[2025-12-30T20:23:13.533477] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-30T20:23:13.533508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-30T20:23:13.545961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-30T20:23:13.546245] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-30T20:23:13.547020] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-30T20:23:13.547071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:13.547103] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:13.547129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:13.547186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:13.603252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:13.603926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:13.604005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:13.604038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:13.726383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:13.726556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:13.726620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:13.726688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:13.730194] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2025-12-30T20:23:13.730470] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-30T20:23:13.730610] [INFO ] [sig       ] GME: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:13.871436] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GME.txt
[2025-12-30T20:23:13.871563] [INFO ] [sig       ] [1407/3539] Completed GME in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-30T20:23:13.871622] [INFO ] [sig       ] [1408/3539] Forecasting GMED...
[2025-12-30T20:23:13.871651] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-30T20:23:13.871681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-30T20:23:13.883073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-30T20:23:13.883440] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-30T20:23:13.884249] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-30T20:23:13.884305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:13.884349] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:13.884377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:13.884435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:13.941260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:13.942146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:13.942229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:13.942261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:14.061333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:14.061489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:14.061529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:14.061557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:14.064860] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-30T20:23:14.065124] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-30T20:23:14.065245] [INFO ] [sig       ] GMED: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:14.204615] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GMED.txt
[2025-12-30T20:23:14.204742] [INFO ] [sig       ] [1408/3539] Completed GMED in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-30T20:23:14.204780] [INFO ] [sig       ] [1409/3539] Forecasting GMM...
[2025-12-30T20:23:14.204809] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-30T20:23:14.204838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-30T20:23:14.217299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-30T20:23:14.217619] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-30T20:23:14.218393] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-30T20:23:14.218445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:14.218476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:14.218502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:14.218563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:14.276309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:14.276973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:14.277053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:14.277085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:14.388418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:14.388601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:14.388648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:14.388678] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:14.392508] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-30T20:23:14.392797] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-30T20:23:14.392921] [INFO ] [sig       ] GMM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:14.533145] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GMM.txt
[2025-12-30T20:23:14.533268] [INFO ] [sig       ] [1409/3539] Completed GMM in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:14.533307] [INFO ] [sig       ] [1410/3539] Forecasting GMRE...
[2025-12-30T20:23:14.533336] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-30T20:23:14.533366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-30T20:23:14.544722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-30T20:23:14.545024] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-30T20:23:14.545790] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-30T20:23:14.545842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:14.545873] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:14.545903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:14.545961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:14.602958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:14.603815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:14.603897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:14.603929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:14.722074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:14.722218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:14.722255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:14.722283] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:14.725531] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-12-30T20:23:14.725811] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-30T20:23:14.725932] [INFO ] [sig       ] GMRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:14.869275] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GMRE.txt
[2025-12-30T20:23:14.869406] [INFO ] [sig       ] [1410/3539] Completed GMRE in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:14.869447] [INFO ] [sig       ] [1411/3539] Forecasting GNE...
[2025-12-30T20:23:14.869476] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-30T20:23:14.869507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-30T20:23:14.880803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-30T20:23:14.881107] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-30T20:23:14.881902] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-30T20:23:14.881956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:14.881990] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:14.882017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:14.882075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:14.949171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:14.950261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:14.950373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:14.950424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:15.071618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:15.071786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:15.071838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:15.071871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:15.075524] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-30T20:23:15.075851] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-30T20:23:15.075986] [INFO ] [sig       ] GNE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:15.225395] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNE.txt
[2025-12-30T20:23:15.225543] [INFO ] [sig       ] [1411/3539] Completed GNE in 0.4s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:15.225601] [INFO ] [sig       ] [1412/3539] Forecasting GNK...
[2025-12-30T20:23:15.225638] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-30T20:23:15.225669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-30T20:23:15.237491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-30T20:23:15.237829] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-30T20:23:15.238818] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-30T20:23:15.238870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:15.238900] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:15.238929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:15.238988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:15.301075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:15.301899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:15.301985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:15.302019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:15.427694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:15.427850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:15.427894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:15.427923] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:15.432472] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-30T20:23:15.432878] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-30T20:23:15.433041] [INFO ] [sig       ] GNK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:15.573073] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GNK.txt
[2025-12-30T20:23:15.573199] [INFO ] [sig       ] [1412/3539] Completed GNK in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:15.573239] [INFO ] [sig       ] [1413/3539] Forecasting GNL...
[2025-12-30T20:23:15.573268] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-30T20:23:15.573298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-30T20:23:15.584552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-30T20:23:15.584837] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-30T20:23:15.585612] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-30T20:23:15.585663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:15.585694] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:15.585720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:15.585776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:15.642782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:15.643401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:15.643481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:15.643515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:15.763771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:15.763920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:15.763961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:15.763989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:15.767266] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-30T20:23:15.767531] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-30T20:23:15.767671] [INFO ] [sig       ] GNL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:15.913478] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNL.txt
[2025-12-30T20:23:15.913670] [INFO ] [sig       ] [1413/3539] Completed GNL in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:15.913711] [INFO ] [sig       ] [1414/3539] Forecasting GNLN...
[2025-12-30T20:23:15.913742] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-30T20:23:15.913773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-30T20:23:15.925187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-30T20:23:15.925451] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-30T20:23:15.926224] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-30T20:23:15.926276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:15.926306] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:15.926333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:15.926390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:15.985893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:15.986763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:15.986881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:15.986921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:16.098906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:16.099063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:16.099105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:16.099134] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:16.102488] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-30T20:23:16.102779] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-30T20:23:16.102903] [INFO ] [sig       ] GNLN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:16.244058] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GNLN.txt
[2025-12-30T20:23:16.244176] [INFO ] [sig       ] [1414/3539] Completed GNLN in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:16.244213] [INFO ] [sig       ] [1415/3539] Forecasting GNLX...
[2025-12-30T20:23:16.244244] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-30T20:23:16.244273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-30T20:23:16.255370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-30T20:23:16.255649] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-30T20:23:16.256399] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-30T20:23:16.256458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:16.256490] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:16.256516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:16.256595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:16.314710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:16.315352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:16.315433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:16.315466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:16.433791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:16.433930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:16.433976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:16.434053] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:16.437314] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-30T20:23:16.437596] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-30T20:23:16.437716] [INFO ] [sig       ] GNLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:16.586044] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNLX.txt
[2025-12-30T20:23:16.586189] [INFO ] [sig       ] [1415/3539] Completed GNLX in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:16.586229] [INFO ] [sig       ] [1416/3539] Forecasting GNMA...
[2025-12-30T20:23:16.586259] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-30T20:23:16.586289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-30T20:23:16.597488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-30T20:23:16.597781] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-30T20:23:16.598548] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-30T20:23:16.598616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:16.598648] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:16.598673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:16.598762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:16.657636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:16.658292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:16.658374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:16.658408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:16.775766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:16.775907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:16.775954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:16.775987] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:16.779269] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-30T20:23:16.779542] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-30T20:23:16.779688] [INFO ] [sig       ] GNMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:16.920749] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GNMA.txt
[2025-12-30T20:23:16.920900] [INFO ] [sig       ] [1416/3539] Completed GNMA in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:16.920942] [INFO ] [sig       ] [1417/3539] Forecasting GNOM...
[2025-12-30T20:23:16.920974] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-30T20:23:16.921005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-30T20:23:16.932396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-30T20:23:16.932680] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-30T20:23:16.933434] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-30T20:23:16.933493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:16.933525] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:16.933552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:16.933628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:16.992520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:16.993132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:16.993213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:16.993258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:17.110830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:17.110989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:17.111030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:17.111060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:17.114395] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-30T20:23:17.114683] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-30T20:23:17.114805] [INFO ] [sig       ] GNOM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:17.258659] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNOM.txt
[2025-12-30T20:23:17.258841] [INFO ] [sig       ] [1417/3539] Completed GNOM in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:17.258882] [INFO ] [sig       ] [1418/3539] Forecasting GNPX...
[2025-12-30T20:23:17.258913] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-30T20:23:17.258946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-30T20:23:17.270218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-30T20:23:17.270485] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-30T20:23:17.271275] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-30T20:23:17.271338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:17.271370] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:17.271398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:17.271458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:17.328748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:17.329372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:17.329452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:17.329484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:17.441660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:17.441808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:17.441849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:17.441877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:17.445200] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-30T20:23:17.445466] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-30T20:23:17.445604] [INFO ] [sig       ] GNPX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:17.586727] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GNPX.txt
[2025-12-30T20:23:17.586853] [INFO ] [sig       ] [1418/3539] Completed GNPX in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:17.586891] [INFO ] [sig       ] [1419/3539] Forecasting GNRC...
[2025-12-30T20:23:17.586920] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-30T20:23:17.586950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-30T20:23:17.599537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-30T20:23:17.599833] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-30T20:23:17.600618] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-30T20:23:17.600670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:17.600702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:17.600742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:17.600801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:17.662415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:17.663069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:17.663152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:17.663185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:17.789738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:17.789893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:17.789934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:17.789963] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:17.793313] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-30T20:23:17.793600] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-30T20:23:17.793727] [INFO ] [sig       ] GNRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:17.936028] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNRC.txt
[2025-12-30T20:23:17.936149] [INFO ] [sig       ] [1419/3539] Completed GNRC in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:17.936187] [INFO ] [sig       ] [1420/3539] Forecasting GNSS...
[2025-12-30T20:23:17.936217] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-30T20:23:17.936248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-30T20:23:17.947347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-30T20:23:17.947625] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-30T20:23:17.948389] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-30T20:23:17.948441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:17.948473] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:17.948499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:17.948556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:18.009747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:18.010525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:18.010637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:18.010673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:18.130727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:18.130879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:18.130920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:18.130953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:18.135082] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-12-30T20:23:18.135475] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-30T20:23:18.135675] [INFO ] [sig       ] GNSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:18.295656] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNSS.txt
[2025-12-30T20:23:18.295788] [INFO ] [sig       ] [1420/3539] Completed GNSS in 0.4s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:18.295833] [INFO ] [sig       ] [1421/3539] Forecasting GNTX...
[2025-12-30T20:23:18.295874] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-30T20:23:18.295907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-30T20:23:18.308279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-30T20:23:18.308593] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-30T20:23:18.309406] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-30T20:23:18.309460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:18.309527] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:18.309556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:18.309635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:18.368965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:18.369623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:18.369706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:18.369738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:18.487286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:18.487437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:18.487479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:18.487507] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:18.490946] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-30T20:23:18.491220] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-30T20:23:18.491344] [INFO ] [sig       ] GNTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:18.636180] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GNTX.txt
[2025-12-30T20:23:18.636292] [INFO ] [sig       ] [1421/3539] Completed GNTX in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:18.636330] [INFO ] [sig       ] [1422/3539] Forecasting GO...
[2025-12-30T20:23:18.636359] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-30T20:23:18.636389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-30T20:23:18.647562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-30T20:23:18.647843] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-30T20:23:18.648603] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-30T20:23:18.648655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:18.648686] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:18.648737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:18.648802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:18.710989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:18.711732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:18.711820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:18.711853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:18.831217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:18.831366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:18.831407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:18.831436] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:18.834819] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=40.31%)
[2025-12-30T20:23:18.835091] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-30T20:23:18.835218] [INFO ] [sig       ] GO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:18.977935] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GO.txt
[2025-12-30T20:23:18.978056] [INFO ] [sig       ] [1422/3539] Completed GO in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:18.978095] [INFO ] [sig       ] [1423/3539] Forecasting GOCO...
[2025-12-30T20:23:18.978123] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-30T20:23:18.978158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-30T20:23:18.989766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-30T20:23:18.990041] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-30T20:23:18.990801] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-30T20:23:18.990852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:18.990884] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:18.990910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:18.990966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:19.047209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:19.047843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:19.047922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:19.047953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:19.165725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:19.165838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:19.165877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:19.165906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:19.169252] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-30T20:23:19.169564] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-30T20:23:19.169724] [INFO ] [sig       ] GOCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:19.312317] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GOCO.txt
[2025-12-30T20:23:19.312446] [INFO ] [sig       ] [1423/3539] Completed GOCO in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-30T20:23:19.312484] [INFO ] [sig       ] [1424/3539] Forecasting GOF...
[2025-12-30T20:23:19.312512] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-30T20:23:19.312543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-30T20:23:19.325245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-30T20:23:19.325689] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-30T20:23:19.326506] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-30T20:23:19.326563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:19.326617] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:19.326646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:19.326705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:19.387308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:19.388252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:19.388346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:19.388380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:19.534094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:19.534286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:19.534338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:19.534404] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:19.538507] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-30T20:23:19.538978] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-30T20:23:19.539143] [INFO ] [sig       ] GOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:19.696287] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GOF.txt
[2025-12-30T20:23:19.696461] [INFO ] [sig       ] [1424/3539] Completed GOF in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-30T20:23:19.696502] [INFO ] [sig       ] [1425/3539] Forecasting GOGO...
[2025-12-30T20:23:19.696532] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-30T20:23:19.696563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-30T20:23:19.707869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-30T20:23:19.708204] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-30T20:23:19.709026] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-30T20:23:19.709080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:19.709111] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:19.709137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:19.709194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:19.764994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:19.765809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:19.765898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:19.765930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:19.884793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:19.884954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:19.884996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:19.885028] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:19.888370] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2025-12-30T20:23:19.888668] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-30T20:23:19.888817] [INFO ] [sig       ] GOGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:20.028144] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOGO.txt
[2025-12-30T20:23:20.028301] [INFO ] [sig       ] [1425/3539] Completed GOGO in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-30T20:23:20.028344] [INFO ] [sig       ] [1426/3539] Forecasting GOLF...
[2025-12-30T20:23:20.028373] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-30T20:23:20.028405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-30T20:23:20.040137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-30T20:23:20.040448] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-30T20:23:20.041230] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-30T20:23:20.041282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:20.041313] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:20.041338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:20.041396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:20.097795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:20.098416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:20.098495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:20.098526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:20.214952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:20.215116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:20.215159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:20.215187] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:20.218523] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2025-12-30T20:23:20.218821] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-30T20:23:20.218944] [INFO ] [sig       ] GOLF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:20.357924] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GOLF.txt
[2025-12-30T20:23:20.358049] [INFO ] [sig       ] [1426/3539] Completed GOLF in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:20.358087] [INFO ] [sig       ] [1427/3539] Forecasting GOOD...
[2025-12-30T20:23:20.358115] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-30T20:23:20.358146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-30T20:23:20.370724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-30T20:23:20.371142] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-30T20:23:20.371958] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-30T20:23:20.372010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:20.372042] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:20.372072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:20.372136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:20.430505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:20.431411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:20.431502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:20.431535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:20.556261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:20.556421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:20.556464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:20.556493] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:20.560219] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-30T20:23:20.560498] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-30T20:23:20.560644] [INFO ] [sig       ] GOOD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:20.702931] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOOD.txt
[2025-12-30T20:23:20.703076] [INFO ] [sig       ] [1427/3539] Completed GOOD in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:20.703115] [INFO ] [sig       ] [1428/3539] Forecasting GOOG...
[2025-12-30T20:23:20.703144] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-30T20:23:20.703174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-30T20:23:20.714624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-30T20:23:20.714917] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-30T20:23:20.715731] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-30T20:23:20.715783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:20.715815] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:20.715841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:20.715899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:20.772214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:20.773022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:20.773104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:20.773137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:20.897451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:20.897635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:20.897682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:20.897711] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:20.901067] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-30T20:23:20.901341] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-30T20:23:20.901462] [INFO ] [sig       ] GOOG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:21.049286] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOOG.txt
[2025-12-30T20:23:21.049443] [INFO ] [sig       ] [1428/3539] Completed GOOG in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:21.049497] [INFO ] [sig       ] [1429/3539] Forecasting GOOS...
[2025-12-30T20:23:21.049536] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-30T20:23:21.049567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-30T20:23:21.061785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-30T20:23:21.062165] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-30T20:23:21.062971] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-30T20:23:21.063029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:21.063060] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:21.063087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:21.063145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:21.120946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:21.121778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:21.121865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:21.121898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:21.244108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:21.244277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:21.244324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:21.244353] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:21.247780] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-12-30T20:23:21.248058] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-30T20:23:21.248183] [INFO ] [sig       ] GOOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:21.389839] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOOS.txt
[2025-12-30T20:23:21.389969] [INFO ] [sig       ] [1429/3539] Completed GOOS in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:21.390008] [INFO ] [sig       ] [1430/3539] Forecasting GOSS...
[2025-12-30T20:23:21.390036] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-30T20:23:21.390070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-30T20:23:21.401928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-30T20:23:21.402217] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-30T20:23:21.403009] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-30T20:23:21.403066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:21.403098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:21.403125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:21.403193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:21.462157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:21.463050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:21.463136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:21.463170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:21.582508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:21.582678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:21.582722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:21.582750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:21.586167] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=80.69%)
[2025-12-30T20:23:21.586438] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-30T20:23:21.586563] [INFO ] [sig       ] GOSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:21.728186] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOSS.txt
[2025-12-30T20:23:21.728326] [INFO ] [sig       ] [1430/3539] Completed GOSS in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:21.728367] [INFO ] [sig       ] [1431/3539] Forecasting GOVI...
[2025-12-30T20:23:21.728397] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-30T20:23:21.728428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-30T20:23:21.740400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-30T20:23:21.740696] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-30T20:23:21.741485] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-30T20:23:21.741543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:21.741605] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:21.741638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:21.741696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:21.799690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:21.800386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:21.800499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:21.800533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:21.922460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:21.922630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:21.922673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:21.922703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:21.926116] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-12-30T20:23:21.926394] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-30T20:23:21.926521] [INFO ] [sig       ] GOVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:22.069959] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GOVI.txt
[2025-12-30T20:23:22.070102] [INFO ] [sig       ] [1431/3539] Completed GOVI in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:22.070167] [INFO ] [sig       ] [1432/3539] Forecasting GPC...
[2025-12-30T20:23:22.070199] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-30T20:23:22.070231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-30T20:23:22.083015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-30T20:23:22.083566] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-30T20:23:22.084533] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-30T20:23:22.084635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:22.084680] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:22.084718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:22.084794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:22.143453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:22.144255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:22.144337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:22.144370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:22.266163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:22.266321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:22.266364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:22.266394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:22.269783] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-30T20:23:22.270059] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-30T20:23:22.270185] [INFO ] [sig       ] GPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:22.413968] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPC.txt
[2025-12-30T20:23:22.414093] [INFO ] [sig       ] [1432/3539] Completed GPC in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:22.414131] [INFO ] [sig       ] [1433/3539] Forecasting GPI...
[2025-12-30T20:23:22.414160] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-30T20:23:22.414190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-30T20:23:22.425524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-30T20:23:22.425860] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-30T20:23:22.426650] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-30T20:23:22.426703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:22.426734] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:22.426761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:22.426817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:22.484803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:22.485516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:22.485616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:22.485651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:22.609675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:22.609841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:22.609882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:22.609912] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:22.613756] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-12-30T20:23:22.614103] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-30T20:23:22.614254] [INFO ] [sig       ] GPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:22.755933] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GPI.txt
[2025-12-30T20:23:22.756060] [INFO ] [sig       ] [1433/3539] Completed GPI in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:22.756112] [INFO ] [sig       ] [1434/3539] Forecasting GPIQ...
[2025-12-30T20:23:22.756142] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-30T20:23:22.756172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-30T20:23:22.767928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-30T20:23:22.768213] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-30T20:23:22.769044] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-30T20:23:22.769096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:22.769126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:22.769152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:22.769208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:22.825321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:22.826190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:22.826281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:22.826315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:22.944204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:22.944356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:22.944397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:22.944427] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:22.947871] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-30T20:23:22.948147] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-30T20:23:22.948273] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:23.097035] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPIQ.txt
[2025-12-30T20:23:23.097207] [INFO ] [sig       ] [1434/3539] Completed GPIQ in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:23.097251] [INFO ] [sig       ] [1435/3539] Forecasting GPIX...
[2025-12-30T20:23:23.097282] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-30T20:23:23.097313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-30T20:23:23.108337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-30T20:23:23.108673] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-30T20:23:23.109492] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-30T20:23:23.109545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:23.109596] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:23.109624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:23.109681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:23.165940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:23.166622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:23.166703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:23.166736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:23.285104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:23.285249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:23.285288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:23.285316] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:23.288620] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-30T20:23:23.288930] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-30T20:23:23.289057] [INFO ] [sig       ] GPIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:23.440079] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPIX.txt
[2025-12-30T20:23:23.440291] [INFO ] [sig       ] [1435/3539] Completed GPIX in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:23.440355] [INFO ] [sig       ] [1436/3539] Forecasting GPJA...
[2025-12-30T20:23:23.440389] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-30T20:23:23.440423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-30T20:23:23.452544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-30T20:23:23.453030] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-30T20:23:23.453994] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-30T20:23:23.454067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:23.454100] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:23.454127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:23.454187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:23.514634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:23.515529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:23.515662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:23.515701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:23.637408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:23.637597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:23.637642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:23.637672] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:23.641319] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-12-30T20:23:23.641699] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-30T20:23:23.641841] [INFO ] [sig       ] GPJA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:23.788067] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GPJA.txt
[2025-12-30T20:23:23.788238] [INFO ] [sig       ] [1436/3539] Completed GPJA in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:23.788280] [INFO ] [sig       ] [1437/3539] Forecasting GPK...
[2025-12-30T20:23:23.788312] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-30T20:23:23.788344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-30T20:23:23.800445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-30T20:23:23.800897] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-30T20:23:23.801741] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-30T20:23:23.801795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:23.801830] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:23.801859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:23.801917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:23.859663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:23.860528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:23.860641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:23.860675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:23.980055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:23.980237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:23.980278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:23.980308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:23.984108] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-30T20:23:23.984516] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-30T20:23:23.984691] [INFO ] [sig       ] GPK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:24.132413] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPK.txt
[2025-12-30T20:23:24.132594] [INFO ] [sig       ] [1437/3539] Completed GPK in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:24.132640] [INFO ] [sig       ] [1438/3539] Forecasting GPN...
[2025-12-30T20:23:24.132671] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-30T20:23:24.132703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-30T20:23:24.145344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-30T20:23:24.145729] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-30T20:23:24.146530] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-30T20:23:24.146604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:24.146665] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:24.146696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:24.146755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:24.207283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:24.208174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:24.208261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:24.208297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:24.342854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:24.343017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:24.343062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:24.343099] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:24.348391] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-30T20:23:24.349385] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-30T20:23:24.350104] [INFO ] [sig       ] GPN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:24.492621] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GPN.txt
[2025-12-30T20:23:24.492792] [INFO ] [sig       ] [1438/3539] Completed GPN in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:24.492844] [INFO ] [sig       ] [1439/3539] Forecasting GPRE...
[2025-12-30T20:23:24.492873] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-30T20:23:24.492903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-30T20:23:24.504866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-30T20:23:24.505187] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-30T20:23:24.506221] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-30T20:23:24.506276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:24.506310] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:24.506338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:24.506402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:24.567041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:24.567736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:24.567819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:24.567852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:24.691437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:24.691609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:24.691669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:24.691698] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:24.694987] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-30T20:23:24.695456] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-30T20:23:24.695594] [INFO ] [sig       ] GPRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:24.837014] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPRE.txt
[2025-12-30T20:23:24.837168] [INFO ] [sig       ] [1439/3539] Completed GPRE in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:24.837208] [INFO ] [sig       ] [1440/3539] Forecasting GPRK...
[2025-12-30T20:23:24.837239] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-30T20:23:24.837269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-30T20:23:24.848169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-30T20:23:24.848525] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-30T20:23:24.849351] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-30T20:23:24.849404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:24.849436] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:24.849462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:24.849519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:24.908498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:24.909362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:24.909444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:24.909477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:25.031107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:25.031259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:25.031298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:25.031325] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:25.034728] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-30T20:23:25.034996] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-30T20:23:25.035116] [INFO ] [sig       ] GPRK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:25.236221] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GPRK.txt
[2025-12-30T20:23:25.236367] [INFO ] [sig       ] [1440/3539] Completed GPRK in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-30T20:23:25.236408] [INFO ] [sig       ] [1441/3539] Forecasting GPRO...
[2025-12-30T20:23:25.236436] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-30T20:23:25.236466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-30T20:23:25.248224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-30T20:23:25.248511] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-30T20:23:25.249344] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-30T20:23:25.249398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:25.249430] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:25.249457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:25.249515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:25.310876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:25.311875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:25.311966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:25.312001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:25.445220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:25.445591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:25.445634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:25.445697] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:25.449691] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-30T20:23:25.449966] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-30T20:23:25.450096] [INFO ] [sig       ] GPRO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:25.598247] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GPRO.txt
[2025-12-30T20:23:25.598389] [INFO ] [sig       ] [1441/3539] Completed GPRO in 0.4s | 2.88 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-30T20:23:25.598432] [INFO ] [sig       ] [1442/3539] Forecasting GRAB...
[2025-12-30T20:23:25.598462] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-30T20:23:25.598493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-30T20:23:25.610822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-30T20:23:25.611186] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-30T20:23:25.612210] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-30T20:23:25.612265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:25.612297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:25.612324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:25.612382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:25.671827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:25.672551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:25.672651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:25.672684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:25.788676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:25.788850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:25.788891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:25.788919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:25.792231] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-30T20:23:25.792498] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-30T20:23:25.792643] [INFO ] [sig       ] GRAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:25.932651] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GRAB.txt
[2025-12-30T20:23:25.932790] [INFO ] [sig       ] [1442/3539] Completed GRAB in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-30T20:23:25.932829] [INFO ] [sig       ] [1443/3539] Forecasting GRAL...
[2025-12-30T20:23:25.932858] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-30T20:23:25.932888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-30T20:23:25.944137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-30T20:23:25.944454] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-30T20:23:25.945227] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-30T20:23:25.945279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:25.945320] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:25.945348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:25.945405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:26.001970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:26.002679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:26.002761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:26.002793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:26.124825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:26.124982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:26.125024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:26.125053] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:26.128421] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2025-12-30T20:23:26.128707] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-30T20:23:26.128846] [INFO ] [sig       ] GRAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:26.267646] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GRAL.txt
[2025-12-30T20:23:26.267789] [INFO ] [sig       ] [1443/3539] Completed GRAL in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:26.267829] [INFO ] [sig       ] [1444/3539] Forecasting GRBK...
[2025-12-30T20:23:26.267859] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-30T20:23:26.267890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-30T20:23:26.279020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-30T20:23:26.279318] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-30T20:23:26.280091] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-30T20:23:26.280143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:26.280174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:26.280201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:26.280258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:26.335629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:26.336248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:26.336326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:26.336357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:26.458499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:26.458664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:26.458707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:26.458750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:26.462048] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-30T20:23:26.462320] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-30T20:23:26.462442] [INFO ] [sig       ] GRBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:26.601494] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRBK.txt
[2025-12-30T20:23:26.601642] [INFO ] [sig       ] [1444/3539] Completed GRBK in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:26.601682] [INFO ] [sig       ] [1445/3539] Forecasting GRC...
[2025-12-30T20:23:26.601713] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-30T20:23:26.601743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-30T20:23:26.613265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-30T20:23:26.613604] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-30T20:23:26.614372] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-30T20:23:26.614424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:26.614455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:26.614482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:26.614540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:26.671474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:26.672321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:26.672405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:26.672438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:26.791924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:26.792074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:26.792116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:26.792150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:26.795453] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-30T20:23:26.795737] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-30T20:23:26.795861] [INFO ] [sig       ] GRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:26.936161] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GRC.txt
[2025-12-30T20:23:26.936299] [INFO ] [sig       ] [1445/3539] Completed GRC in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:26.936338] [INFO ] [sig       ] [1446/3539] Forecasting GREE...
[2025-12-30T20:23:26.936367] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-30T20:23:26.936397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-30T20:23:26.947756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-30T20:23:26.948031] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-30T20:23:26.948831] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-30T20:23:26.948883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:26.948914] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:26.948940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:26.948998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:27.005611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:27.006239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:27.006320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:27.006352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:27.122246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:27.122399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:27.122440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:27.122467] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:27.125774] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-30T20:23:27.126040] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-30T20:23:27.126162] [INFO ] [sig       ] GREE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:27.265977] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GREE.txt
[2025-12-30T20:23:27.266111] [INFO ] [sig       ] [1446/3539] Completed GREE in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:27.266158] [INFO ] [sig       ] [1447/3539] Forecasting GRFS...
[2025-12-30T20:23:27.266190] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-30T20:23:27.266220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-30T20:23:27.277709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-30T20:23:27.278048] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-30T20:23:27.278847] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-30T20:23:27.278899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:27.278930] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:27.278956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:27.279014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:27.336756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:27.337899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:27.337989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:27.338022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:27.456753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:27.456917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:27.456958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:27.456985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:27.460290] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-30T20:23:27.460557] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-30T20:23:27.460697] [INFO ] [sig       ] GRFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:27.599669] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRFS.txt
[2025-12-30T20:23:27.599794] [INFO ] [sig       ] [1447/3539] Completed GRFS in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:27.599832] [INFO ] [sig       ] [1448/3539] Forecasting GRID...
[2025-12-30T20:23:27.599862] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-30T20:23:27.599891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-30T20:23:27.611321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-30T20:23:27.611598] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-30T20:23:27.612344] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-30T20:23:27.612395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:27.612426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:27.612454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:27.612511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:27.669462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:27.670052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:27.670152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:27.670189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:27.787191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:27.787330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:27.787369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:27.787398] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:27.790674] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-30T20:23:27.790939] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-30T20:23:27.791076] [INFO ] [sig       ] GRID: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:27.930007] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRID.txt
[2025-12-30T20:23:27.930118] [INFO ] [sig       ] [1448/3539] Completed GRID in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:27.930156] [INFO ] [sig       ] [1449/3539] Forecasting GRMN...
[2025-12-30T20:23:27.930186] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-30T20:23:27.930216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-30T20:23:27.946503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-30T20:23:27.946792] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-30T20:23:27.947537] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-30T20:23:27.947606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:27.947639] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:27.947666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:27.947724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:28.004533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:28.005154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:28.005231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:28.005263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:28.126329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:28.126456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:28.126494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:28.126521] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:28.130139] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-30T20:23:28.130551] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-30T20:23:28.130689] [INFO ] [sig       ] GRMN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:28.271511] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GRMN.txt
[2025-12-30T20:23:28.271653] [INFO ] [sig       ] [1449/3539] Completed GRMN in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:28.271714] [INFO ] [sig       ] [1450/3539] Forecasting GRND...
[2025-12-30T20:23:28.271744] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-30T20:23:28.271775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-30T20:23:28.283215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-30T20:23:28.283486] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-30T20:23:28.284238] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-30T20:23:28.284290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:28.284323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:28.284354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:28.284411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:28.341456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:28.342071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:28.342147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:28.342182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:28.461968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:28.462125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:28.462190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:28.462222] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:28.465514] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-30T20:23:28.465802] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-30T20:23:28.465924] [INFO ] [sig       ] GRND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:28.607126] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRND.txt
[2025-12-30T20:23:28.607289] [INFO ] [sig       ] [1450/3539] Completed GRND in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:28.607331] [INFO ] [sig       ] [1451/3539] Forecasting GRPN...
[2025-12-30T20:23:28.607366] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-30T20:23:28.607397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-30T20:23:28.619848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-30T20:23:28.620179] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-30T20:23:28.620968] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-30T20:23:28.621021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:28.621054] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:28.621080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:28.621138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:28.680245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:28.680944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:28.681027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:28.681061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:28.802006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:28.802156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:28.802199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:28.802232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:28.805568] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-30T20:23:28.805860] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-30T20:23:28.805987] [INFO ] [sig       ] GRPN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:28.945753] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRPN.txt
[2025-12-30T20:23:28.945905] [INFO ] [sig       ] [1451/3539] Completed GRPN in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:28.945943] [INFO ] [sig       ] [1452/3539] Forecasting GRVY...
[2025-12-30T20:23:28.945974] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-30T20:23:28.946004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-30T20:23:28.957244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-30T20:23:28.957607] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-30T20:23:28.958362] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-30T20:23:28.958414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:28.958446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:28.958473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:28.958529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:29.019066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:29.020004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:29.020121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:29.020163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:29.136328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:29.136480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:29.136520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:29.136547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:29.140001] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-30T20:23:29.140267] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-30T20:23:29.140387] [INFO ] [sig       ] GRVY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:29.281510] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRVY.txt
[2025-12-30T20:23:29.281688] [INFO ] [sig       ] [1452/3539] Completed GRVY in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:29.281730] [INFO ] [sig       ] [1453/3539] Forecasting GRWG...
[2025-12-30T20:23:29.281760] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-30T20:23:29.281792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-30T20:23:29.299194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-30T20:23:29.299503] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-30T20:23:29.300272] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-30T20:23:29.300324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:29.300356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:29.300382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:29.300439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:29.358085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:29.358755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:29.358839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:29.358872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:29.475352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:29.475510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:29.475552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:29.475610] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:29.478999] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-30T20:23:29.479279] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-30T20:23:29.479404] [INFO ] [sig       ] GRWG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:29.620627] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRWG.txt
[2025-12-30T20:23:29.620761] [INFO ] [sig       ] [1453/3539] Completed GRWG in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:29.620801] [INFO ] [sig       ] [1454/3539] Forecasting GRX...
[2025-12-30T20:23:29.620829] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-30T20:23:29.620859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-30T20:23:29.632232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-30T20:23:29.632520] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-30T20:23:29.633281] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-30T20:23:29.633333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:29.633375] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:29.633404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:29.633465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:29.689860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:29.690517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:29.690612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:29.690647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:29.800622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:29.800762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:29.800801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:29.800830] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:29.804083] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2025-12-30T20:23:29.804357] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-30T20:23:29.804476] [INFO ] [sig       ] GRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:29.945277] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GRX.txt
[2025-12-30T20:23:29.945416] [INFO ] [sig       ] [1454/3539] Completed GRX in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:29.945455] [INFO ] [sig       ] [1455/3539] Forecasting GS...
[2025-12-30T20:23:29.945484] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-30T20:23:29.945514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-30T20:23:29.956682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-30T20:23:29.956977] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-30T20:23:29.957758] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-30T20:23:29.957809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:29.957864] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:29.957892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:29.957949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:30.015244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:30.015958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:30.016039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:30.016071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:30.140640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:30.140789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:30.140837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:30.140865] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:30.144182] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-30T20:23:30.144452] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-30T20:23:30.144590] [INFO ] [sig       ] GS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:30.285500] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GS.txt
[2025-12-30T20:23:30.285656] [INFO ] [sig       ] [1455/3539] Completed GS in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:30.285697] [INFO ] [sig       ] [1456/3539] Forecasting GSBC...
[2025-12-30T20:23:30.285727] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-30T20:23:30.285756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-30T20:23:30.296823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-30T20:23:30.297211] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-30T20:23:30.298011] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-30T20:23:30.298063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:30.298094] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:30.298121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:30.298183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:30.355751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:30.356636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:30.356722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:30.356754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:30.473652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:30.473808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:30.473851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:30.473879] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:30.477180] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-30T20:23:30.477459] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-30T20:23:30.477605] [INFO ] [sig       ] GSBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:30.619518] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GSBC.txt
[2025-12-30T20:23:30.619693] [INFO ] [sig       ] [1456/3539] Completed GSBC in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:30.619736] [INFO ] [sig       ] [1457/3539] Forecasting GSBD...
[2025-12-30T20:23:30.619765] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-30T20:23:30.619796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-30T20:23:30.631230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-30T20:23:30.631591] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-30T20:23:30.632351] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-30T20:23:30.632402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:30.632434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:30.632461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:30.632518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:30.690788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:30.691454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:30.691534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:30.691567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:30.808771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:30.808932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:30.808973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:30.809001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:30.812301] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-30T20:23:30.812566] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-30T20:23:30.812704] [INFO ] [sig       ] GSBD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:30.953241] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GSBD.txt
[2025-12-30T20:23:30.953383] [INFO ] [sig       ] [1457/3539] Completed GSBD in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:30.953423] [INFO ] [sig       ] [1458/3539] Forecasting GSHD...
[2025-12-30T20:23:30.953459] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-30T20:23:30.953492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-30T20:23:30.964783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-30T20:23:30.965071] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-30T20:23:30.965835] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-30T20:23:30.965887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:30.965918] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:30.965944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:30.966001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:31.025888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:31.026587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:31.026684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:31.026719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:31.143146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:31.143301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:31.143341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:31.143401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:31.146779] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-30T20:23:31.147062] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-30T20:23:31.147188] [INFO ] [sig       ] GSHD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:31.287331] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GSHD.txt
[2025-12-30T20:23:31.287487] [INFO ] [sig       ] [1458/3539] Completed GSHD in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-30T20:23:31.287528] [INFO ] [sig       ] [1459/3539] Forecasting GSK...
[2025-12-30T20:23:31.287557] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-30T20:23:31.287626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-30T20:23:31.298934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-30T20:23:31.299278] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-30T20:23:31.300056] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-30T20:23:31.300109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:31.300141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:31.300167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:31.300224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:31.356543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:31.357414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:31.357504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:31.357536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:31.480029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:31.480189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:31.480230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:31.480258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:31.483656] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-30T20:23:31.483970] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-30T20:23:31.484105] [INFO ] [sig       ] GSK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:31.627506] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GSK.txt
[2025-12-30T20:23:31.627679] [INFO ] [sig       ] [1459/3539] Completed GSK in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:31.627722] [INFO ] [sig       ] [1460/3539] Forecasting GSL...
[2025-12-30T20:23:31.627751] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-30T20:23:31.627782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-30T20:23:31.639289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-30T20:23:31.639677] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-30T20:23:31.640481] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-30T20:23:31.640533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:31.640564] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:31.640611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:31.640669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:31.697806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:31.698633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:31.698726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:31.698759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:31.819099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:31.819228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:31.819268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:31.819297] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:31.822563] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-30T20:23:31.822845] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-30T20:23:31.822975] [INFO ] [sig       ] GSL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:31.963740] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GSL.txt
[2025-12-30T20:23:31.963875] [INFO ] [sig       ] [1460/3539] Completed GSL in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:31.963913] [INFO ] [sig       ] [1461/3539] Forecasting GSM...
[2025-12-30T20:23:31.963942] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-30T20:23:31.963973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-30T20:23:31.974801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-30T20:23:31.975097] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-30T20:23:31.975933] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-30T20:23:31.975985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:31.976018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:31.976045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:31.976104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:32.034461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:32.035528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:32.035640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:32.035677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:32.159692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:32.159856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:32.159907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:32.159967] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:32.163652] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-30T20:23:32.163939] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-30T20:23:32.164072] [INFO ] [sig       ] GSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:32.316361] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GSM.txt
[2025-12-30T20:23:32.316525] [INFO ] [sig       ] [1461/3539] Completed GSM in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:32.316592] [INFO ] [sig       ] [1462/3539] Forecasting GTES...
[2025-12-30T20:23:32.316627] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-30T20:23:32.316660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-30T20:23:32.328747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-30T20:23:32.329091] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-30T20:23:32.329875] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-30T20:23:32.329928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:32.329959] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:32.329985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:32.330043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:32.386811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:32.387409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:32.387492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:32.387526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:32.504053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:32.504208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:32.504249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:32.504277] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:32.507551] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-12-30T20:23:32.507843] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-30T20:23:32.507963] [INFO ] [sig       ] GTES: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:32.649479] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GTES.txt
[2025-12-30T20:23:32.649651] [INFO ] [sig       ] [1462/3539] Completed GTES in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:32.649695] [INFO ] [sig       ] [1463/3539] Forecasting GTLB...
[2025-12-30T20:23:32.649723] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-30T20:23:32.649754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-30T20:23:32.662702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-30T20:23:32.662995] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-30T20:23:32.663761] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-30T20:23:32.663812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:32.663844] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:32.663870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:32.663927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:32.723869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:32.724547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:32.724650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:32.724698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:32.843181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:32.843319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:32.843357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:32.843384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:32.846712] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-30T20:23:32.846979] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-30T20:23:32.847095] [INFO ] [sig       ] GTLB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:32.988015] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GTLB.txt
[2025-12-30T20:23:32.988140] [INFO ] [sig       ] [1463/3539] Completed GTLB in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:32.988179] [INFO ] [sig       ] [1464/3539] Forecasting GTLS...
[2025-12-30T20:23:32.988209] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-30T20:23:32.988239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-30T20:23:32.999698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-30T20:23:32.999985] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-30T20:23:33.000761] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-30T20:23:33.000814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:33.000847] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:33.000875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:33.000935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:33.059031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:33.059691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:33.059771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:33.059803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:33.183555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:33.183717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:33.183755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:33.183783] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:33.187060] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-30T20:23:33.187326] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-30T20:23:33.187448] [INFO ] [sig       ] GTLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:33.328095] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GTLS.txt
[2025-12-30T20:23:33.328222] [INFO ] [sig       ] [1464/3539] Completed GTLS in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:33.328262] [INFO ] [sig       ] [1465/3539] Forecasting GTN...
[2025-12-30T20:23:33.328292] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-30T20:23:33.328326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-30T20:23:33.340098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-30T20:23:33.340470] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-30T20:23:33.341253] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-30T20:23:33.341305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:33.341336] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:33.341363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:33.341433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:33.397961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:33.398618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:33.398737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:33.398772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:33.518952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:33.519100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:33.519141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:33.519168] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:33.522441] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=43.76%)
[2025-12-30T20:23:33.522723] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-30T20:23:33.522842] [INFO ] [sig       ] GTN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:33.663079] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GTN.txt
[2025-12-30T20:23:33.663236] [INFO ] [sig       ] [1465/3539] Completed GTN in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:33.663277] [INFO ] [sig       ] [1466/3539] Forecasting GTX...
[2025-12-30T20:23:33.663308] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-30T20:23:33.663343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-30T20:23:33.674677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-30T20:23:33.675027] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-30T20:23:33.675799] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-30T20:23:33.675851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:33.675882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:33.675908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:33.675965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:33.733033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:33.733930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:33.734012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:33.734044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:33.851202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:33.851349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:33.851389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:33.851418] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:33.854678] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-30T20:23:33.854946] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-30T20:23:33.855068] [INFO ] [sig       ] GTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:33.995286] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GTX.txt
[2025-12-30T20:23:33.995417] [INFO ] [sig       ] [1466/3539] Completed GTX in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:33.995458] [INFO ] [sig       ] [1467/3539] Forecasting GTY...
[2025-12-30T20:23:33.995488] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-30T20:23:33.995521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-30T20:23:34.008157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-30T20:23:34.008559] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-30T20:23:34.009466] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-30T20:23:34.009537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:34.009586] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:34.009618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:34.009676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:34.071921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:34.072687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:34.072779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:34.072812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:34.197834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:34.197994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:34.198037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:34.198065] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:34.201854] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-12-30T20:23:34.202176] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-30T20:23:34.202309] [INFO ] [sig       ] GTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:34.349954] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GTY.txt
[2025-12-30T20:23:34.350113] [INFO ] [sig       ] [1467/3539] Completed GTY in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:34.350154] [INFO ] [sig       ] [1468/3539] Forecasting GUG...
[2025-12-30T20:23:34.350184] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-30T20:23:34.350215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-30T20:23:34.361590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-30T20:23:34.361910] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-30T20:23:34.362813] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-30T20:23:34.362866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:34.362898] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:34.362925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:34.362982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:34.423892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:34.424616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:34.424703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:34.424736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:34.545789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:34.545947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:34.546006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:34.546052] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:34.549734] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-12-30T20:23:34.550015] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-30T20:23:34.550156] [INFO ] [sig       ] GUG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:34.700256] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GUG.txt
[2025-12-30T20:23:34.700493] [INFO ] [sig       ] [1468/3539] Completed GUG in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:34.700546] [INFO ] [sig       ] [1469/3539] Forecasting GVA...
[2025-12-30T20:23:34.700595] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-30T20:23:34.700631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-30T20:23:34.711980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-30T20:23:34.712336] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-30T20:23:34.713199] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-30T20:23:34.713255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:34.713287] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:34.713314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:34.713372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:34.769694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:34.770475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:34.770557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:34.770608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:34.887085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:34.887253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:34.887293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:34.887329] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:34.890820] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-30T20:23:34.891090] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-30T20:23:34.891214] [INFO ] [sig       ] GVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:35.030281] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GVA.txt
[2025-12-30T20:23:35.030437] [INFO ] [sig       ] [1469/3539] Completed GVA in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:35.030478] [INFO ] [sig       ] [1470/3539] Forecasting GWH...
[2025-12-30T20:23:35.030507] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-30T20:23:35.030538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-30T20:23:35.042494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-30T20:23:35.042839] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-30T20:23:35.043665] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-30T20:23:35.043719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:35.043751] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:35.043780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:35.043840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:35.099964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:35.100673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:35.100761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:35.100795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:35.218729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:35.218890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:35.218931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:35.218958] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:35.222289] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-30T20:23:35.222558] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-30T20:23:35.222701] [INFO ] [sig       ] GWH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:35.360547] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GWH.txt
[2025-12-30T20:23:35.360702] [INFO ] [sig       ] [1470/3539] Completed GWH in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:35.360748] [INFO ] [sig       ] [1471/3539] Forecasting GWRE...
[2025-12-30T20:23:35.360778] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-30T20:23:35.360808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-30T20:23:35.372282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-30T20:23:35.372651] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-30T20:23:35.373456] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-30T20:23:35.373510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:35.373543] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:35.373570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:35.373658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:35.430025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:35.430810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:35.430893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:35.430924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:35.550056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:35.550209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:35.550251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:35.550279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:35.553672] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-12-30T20:23:35.553940] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-30T20:23:35.554065] [INFO ] [sig       ] GWRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:35.691879] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/GWRE.txt
[2025-12-30T20:23:35.692015] [INFO ] [sig       ] [1471/3539] Completed GWRE in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:35.692054] [INFO ] [sig       ] [1472/3539] Forecasting GWRS...
[2025-12-30T20:23:35.692084] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-30T20:23:35.692114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-30T20:23:35.703730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-30T20:23:35.704061] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-30T20:23:35.704868] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-30T20:23:35.704919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:35.704976] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:35.705004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:35.705079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:35.762816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:35.763529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:35.763627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:35.763660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:35.876966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:35.877111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:35.877152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:35.877180] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:35.880535] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-30T20:23:35.880839] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-30T20:23:35.880960] [INFO ] [sig       ] GWRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:36.021506] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GWRS.txt
[2025-12-30T20:23:36.021663] [INFO ] [sig       ] [1472/3539] Completed GWRS in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:36.021705] [INFO ] [sig       ] [1473/3539] Forecasting GXAI...
[2025-12-30T20:23:36.021735] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-30T20:23:36.021765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-30T20:23:36.033812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-30T20:23:36.034162] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-30T20:23:36.035158] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-30T20:23:36.035221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:36.035259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:36.035288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:36.035347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:36.097056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:36.097778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:36.097865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:36.097898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:36.216490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:36.216660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:36.216704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:36.216735] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:36.223771] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-30T20:23:36.224084] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-30T20:23:36.224223] [INFO ] [sig       ] GXAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:36.377140] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GXAI.txt
[2025-12-30T20:23:36.377281] [INFO ] [sig       ] [1473/3539] Completed GXAI in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:36.377322] [INFO ] [sig       ] [1474/3539] Forecasting GYRE...
[2025-12-30T20:23:36.377353] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-30T20:23:36.377384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-30T20:23:36.389335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-30T20:23:36.389674] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-30T20:23:36.390561] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-30T20:23:36.390640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:36.390684] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:36.390714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:36.390775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:36.455068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:36.455824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:36.455939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:36.455975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:36.579677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:36.579829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:36.579891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:36.579922] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:36.583373] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-30T20:23:36.583675] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-30T20:23:36.583805] [INFO ] [sig       ] GYRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:36.734175] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/GYRE.txt
[2025-12-30T20:23:36.734355] [INFO ] [sig       ] [1474/3539] Completed GYRE in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:36.734415] [INFO ] [sig       ] [1475/3539] Forecasting H...
[2025-12-30T20:23:36.734448] [INFO ] [sig       ] Generating forecast for: H
[2025-12-30T20:23:36.734486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-30T20:23:36.746668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-30T20:23:36.747011] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-30T20:23:36.747818] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-30T20:23:36.747873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:36.747905] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:36.747932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:36.747990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:36.809652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:36.810423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:36.810510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:36.810544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:36.936455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:36.936630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:36.936676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:36.936744] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:36.940300] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-12-30T20:23:36.940600] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-30T20:23:36.940737] [INFO ] [sig       ] H: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:37.089323] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/H.txt
[2025-12-30T20:23:37.089494] [INFO ] [sig       ] [1475/3539] Completed H in 0.4s | 2.88 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-30T20:23:37.089533] [INFO ] [sig       ] [1476/3539] Forecasting HAE...
[2025-12-30T20:23:37.089563] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-30T20:23:37.089616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-30T20:23:37.100962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-30T20:23:37.101312] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-30T20:23:37.102175] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-30T20:23:37.102229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:37.102262] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:37.102289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:37.102348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:37.163861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:37.164704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:37.164791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:37.164824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:37.289425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:37.289604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:37.289647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:37.289676] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:37.293074] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-30T20:23:37.293345] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-30T20:23:37.293469] [INFO ] [sig       ] HAE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:37.430986] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HAE.txt
[2025-12-30T20:23:37.431118] [INFO ] [sig       ] [1476/3539] Completed HAE in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-30T20:23:37.431156] [INFO ] [sig       ] [1477/3539] Forecasting HAFC...
[2025-12-30T20:23:37.431185] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-30T20:23:37.431215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-30T20:23:37.443158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-30T20:23:37.443515] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-30T20:23:37.444325] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-30T20:23:37.444377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:37.444413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:37.444441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:37.444498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:37.500559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:37.501345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:37.501431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:37.501464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:37.620424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:37.620600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:37.620644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:37.620673] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:37.623974] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-30T20:23:37.624243] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-30T20:23:37.624366] [INFO ] [sig       ] HAFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:37.764357] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HAFC.txt
[2025-12-30T20:23:37.764500] [INFO ] [sig       ] [1477/3539] Completed HAFC in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:37.764539] [INFO ] [sig       ] [1478/3539] Forecasting HAIN...
[2025-12-30T20:23:37.764568] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-30T20:23:37.764619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-30T20:23:37.776940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-30T20:23:37.777291] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-30T20:23:37.778246] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-30T20:23:37.778313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:37.778374] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:37.778418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:37.778503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:37.843429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:37.844186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:37.844270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:37.844303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:37.973999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:37.974204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:37.974248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:37.974278] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:37.978104] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-30T20:23:37.978396] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-30T20:23:37.978527] [INFO ] [sig       ] HAIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:38.127493] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HAIN.txt
[2025-12-30T20:23:38.127689] [INFO ] [sig       ] [1478/3539] Completed HAIN in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:38.127734] [INFO ] [sig       ] [1479/3539] Forecasting HAL...
[2025-12-30T20:23:38.127768] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-30T20:23:38.127808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-30T20:23:38.139931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-30T20:23:38.140320] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-30T20:23:38.141200] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-30T20:23:38.141254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:38.141288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:38.141321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:38.141404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:38.204633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:38.205445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:38.205548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:38.205609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:38.338402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:38.338559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:38.338620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:38.338651] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:38.342439] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-30T20:23:38.342736] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-30T20:23:38.342885] [INFO ] [sig       ] HAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:38.490921] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HAL.txt
[2025-12-30T20:23:38.491059] [INFO ] [sig       ] [1479/3539] Completed HAL in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:38.491101] [INFO ] [sig       ] [1480/3539] Forecasting HALO...
[2025-12-30T20:23:38.491131] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-30T20:23:38.491161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-30T20:23:38.504031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-30T20:23:38.504385] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-30T20:23:38.505197] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-30T20:23:38.505249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:38.505282] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:38.505308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:38.505365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:38.562794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:38.563568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:38.563675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:38.563707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:38.686950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:38.687113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:38.687156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:38.687184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:38.690758] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-30T20:23:38.691028] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-30T20:23:38.691149] [INFO ] [sig       ] HALO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:38.835549] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HALO.txt
[2025-12-30T20:23:38.835709] [INFO ] [sig       ] [1480/3539] Completed HALO in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:38.835749] [INFO ] [sig       ] [1481/3539] Forecasting HAS...
[2025-12-30T20:23:38.835779] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-30T20:23:38.835809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-30T20:23:38.847974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-30T20:23:38.848273] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-30T20:23:38.849081] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-30T20:23:38.849133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:38.849165] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:38.849191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:38.849248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:38.905909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:38.906664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:38.906745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:38.906777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:39.026705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:39.026866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:39.026907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:39.026935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:39.030362] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=49.13%)
[2025-12-30T20:23:39.030696] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-30T20:23:39.030820] [INFO ] [sig       ] HAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:39.170074] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HAS.txt
[2025-12-30T20:23:39.170210] [INFO ] [sig       ] [1481/3539] Completed HAS in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:39.170250] [INFO ] [sig       ] [1482/3539] Forecasting HASI...
[2025-12-30T20:23:39.170286] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-30T20:23:39.170317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-30T20:23:39.182169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-30T20:23:39.182489] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-30T20:23:39.183264] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-30T20:23:39.183316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:39.183347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:39.183373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:39.183430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:39.239699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:39.240636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:39.240765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:39.240798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:39.362295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:39.362456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:39.362506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:39.362536] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:39.366066] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=36.65%)
[2025-12-30T20:23:39.366348] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-30T20:23:39.366478] [INFO ] [sig       ] HASI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:39.522551] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HASI.txt
[2025-12-30T20:23:39.522730] [INFO ] [sig       ] [1482/3539] Completed HASI in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:39.522770] [INFO ] [sig       ] [1483/3539] Forecasting HBAN...
[2025-12-30T20:23:39.522800] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-30T20:23:39.522830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-30T20:23:39.535206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-30T20:23:39.535649] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-30T20:23:39.536446] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-30T20:23:39.536503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:39.536540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:39.536568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:39.536663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:39.598565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:39.599464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:39.599551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:39.599603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:39.721268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:39.721425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:39.721470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:39.721503] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:39.725017] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=63.09%)
[2025-12-30T20:23:39.725319] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-30T20:23:39.725451] [INFO ] [sig       ] HBAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:39.873034] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HBAN.txt
[2025-12-30T20:23:39.873165] [INFO ] [sig       ] [1483/3539] Completed HBAN in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:39.873202] [INFO ] [sig       ] [1484/3539] Forecasting HBANL...
[2025-12-30T20:23:39.873232] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-30T20:23:39.873262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-30T20:23:39.884561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-30T20:23:39.884880] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-30T20:23:39.885705] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-30T20:23:39.885757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:39.885788] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:39.885815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:39.885872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:39.943770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:39.944652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:39.944739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:39.944773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:40.061279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:40.061436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:40.061483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:40.061511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:40.064825] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-30T20:23:40.065092] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-30T20:23:40.065215] [INFO ] [sig       ] HBANL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:40.210083] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HBANL.txt
[2025-12-30T20:23:40.210212] [INFO ] [sig       ] [1484/3539] Completed HBANL in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:40.210252] [INFO ] [sig       ] [1485/3539] Forecasting HBANP...
[2025-12-30T20:23:40.210281] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-30T20:23:40.210310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-30T20:23:40.221919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-30T20:23:40.222218] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-30T20:23:40.222995] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-30T20:23:40.223047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:40.223078] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:40.223104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:40.223162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:40.280093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:40.280797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:40.280877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:40.280910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:40.396093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:40.396243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:40.396283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:40.396328] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:40.399662] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-30T20:23:40.399930] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-30T20:23:40.400047] [INFO ] [sig       ] HBANP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:40.542836] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HBANP.txt
[2025-12-30T20:23:40.542964] [INFO ] [sig       ] [1485/3539] Completed HBANP in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:40.543003] [INFO ] [sig       ] [1486/3539] Forecasting HBB...
[2025-12-30T20:23:40.543032] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-30T20:23:40.543063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-30T20:23:40.554094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-30T20:23:40.554388] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-30T20:23:40.555185] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-30T20:23:40.555237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:40.555268] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:40.555294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:40.555350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:40.613860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:40.614725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:40.614809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:40.614841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:40.728951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:40.729113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:40.729155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:40.729184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:40.732518] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-30T20:23:40.732861] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-30T20:23:40.732995] [INFO ] [sig       ] HBB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:40.879781] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HBB.txt
[2025-12-30T20:23:40.879948] [INFO ] [sig       ] [1486/3539] Completed HBB in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:40.879988] [INFO ] [sig       ] [1487/3539] Forecasting HBCP...
[2025-12-30T20:23:40.880018] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-30T20:23:40.880047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-30T20:23:40.892280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-30T20:23:40.892693] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-30T20:23:40.893530] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-30T20:23:40.893612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:40.893650] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:40.893691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:40.893755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:40.952381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:40.953097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:40.953206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:40.953241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:41.071722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:41.071877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:41.071918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:41.071947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:41.075325] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-30T20:23:41.075622] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-30T20:23:41.075751] [INFO ] [sig       ] HBCP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:41.221689] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HBCP.txt
[2025-12-30T20:23:41.221825] [INFO ] [sig       ] [1487/3539] Completed HBCP in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:41.221864] [INFO ] [sig       ] [1488/3539] Forecasting HBM...
[2025-12-30T20:23:41.221893] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-30T20:23:41.221924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-30T20:23:41.233123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-30T20:23:41.233412] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-30T20:23:41.234253] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-30T20:23:41.234306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:41.234338] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:41.234364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:41.234422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:41.294397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:41.295174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:41.295268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:41.295309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:41.422056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:41.422214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:41.422258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:41.422288] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:41.425730] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-30T20:23:41.426007] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-30T20:23:41.426135] [INFO ] [sig       ] HBM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:41.573004] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HBM.txt
[2025-12-30T20:23:41.573147] [INFO ] [sig       ] [1488/3539] Completed HBM in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:41.573193] [INFO ] [sig       ] [1489/3539] Forecasting HBNC...
[2025-12-30T20:23:41.573223] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-30T20:23:41.573253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-30T20:23:41.585255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-30T20:23:41.585620] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-30T20:23:41.586439] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-30T20:23:41.586533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:41.586589] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:41.586637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:41.586698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:41.647380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:41.648089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:41.648184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:41.648221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:41.770328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:41.770483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:41.770533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:41.770568] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:41.774109] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-30T20:23:41.774389] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-30T20:23:41.774530] [INFO ] [sig       ] HBNC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:41.917691] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HBNC.txt
[2025-12-30T20:23:41.917825] [INFO ] [sig       ] [1489/3539] Completed HBNC in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:41.917863] [INFO ] [sig       ] [1490/3539] Forecasting HCA...
[2025-12-30T20:23:41.917892] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-30T20:23:41.917922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-30T20:23:41.928887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-30T20:23:41.929205] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-30T20:23:41.929978] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-30T20:23:41.930030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:41.930061] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:41.930087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:41.930144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:41.988032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:41.988749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:41.988830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:41.988863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:42.106969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:42.107104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:42.107145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:42.107173] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:42.110499] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-30T20:23:42.110783] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-30T20:23:42.110903] [INFO ] [sig       ] HCA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:42.253282] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HCA.txt
[2025-12-30T20:23:42.253552] [INFO ] [sig       ] [1490/3539] Completed HCA in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:42.253622] [INFO ] [sig       ] [1491/3539] Forecasting HCC...
[2025-12-30T20:23:42.253653] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-30T20:23:42.253683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-30T20:23:42.265329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-30T20:23:42.265712] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-30T20:23:42.266499] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-30T20:23:42.266551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:42.266600] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:42.266628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:42.266684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:42.325819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:42.326745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:42.326836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:42.326870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:42.450363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:42.450534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:42.450609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:42.450648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:42.454140] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-30T20:23:42.454468] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-30T20:23:42.454630] [INFO ] [sig       ] HCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:42.604029] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HCC.txt
[2025-12-30T20:23:42.604169] [INFO ] [sig       ] [1491/3539] Completed HCC in 0.4s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:42.604209] [INFO ] [sig       ] [1492/3539] Forecasting HCI...
[2025-12-30T20:23:42.604240] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-30T20:23:42.604271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-30T20:23:42.616165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-30T20:23:42.616505] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-30T20:23:42.617275] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-30T20:23:42.617328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:42.617358] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:42.617383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:42.617439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:42.674328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:42.675182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:42.675267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:42.675299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:42.790281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:42.790435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:42.790518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:42.790554] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:42.793916] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-30T20:23:42.794196] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-30T20:23:42.794315] [INFO ] [sig       ] HCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:42.938911] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HCI.txt
[2025-12-30T20:23:42.939071] [INFO ] [sig       ] [1492/3539] Completed HCI in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-30T20:23:42.939111] [INFO ] [sig       ] [1493/3539] Forecasting HCM...
[2025-12-30T20:23:42.939140] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-30T20:23:42.939191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-30T20:23:42.951268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-30T20:23:42.951621] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-30T20:23:42.952395] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-30T20:23:42.952447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:42.952478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:42.952504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:42.952564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:43.009677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:43.010339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:43.010421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:43.010453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:43.130307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:43.130457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:43.130499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:43.130527] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:43.133919] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-30T20:23:43.134185] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-30T20:23:43.134305] [INFO ] [sig       ] HCM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:43.275428] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HCM.txt
[2025-12-30T20:23:43.275610] [INFO ] [sig       ] [1493/3539] Completed HCM in 0.3s | 2.88 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-30T20:23:43.275652] [INFO ] [sig       ] [1494/3539] Forecasting HCSG...
[2025-12-30T20:23:43.275683] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-30T20:23:43.275713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-30T20:23:43.287307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-30T20:23:43.287618] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-30T20:23:43.288360] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-30T20:23:43.288411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:43.288441] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:43.288468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:43.288525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:43.344656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:43.345375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:43.345460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:43.345492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:43.467877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:43.468031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:43.468073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:43.468102] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:43.471686] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-30T20:23:43.471966] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-30T20:23:43.472091] [INFO ] [sig       ] HCSG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:43.613229] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HCSG.txt
[2025-12-30T20:23:43.613394] [INFO ] [sig       ] [1494/3539] Completed HCSG in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:43.613437] [INFO ] [sig       ] [1495/3539] Forecasting HD...
[2025-12-30T20:23:43.613466] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-30T20:23:43.613496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-30T20:23:43.624735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-30T20:23:43.625039] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-30T20:23:43.625800] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-30T20:23:43.625851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:43.625882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:43.625908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:43.625965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:43.684319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:43.685122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:43.685205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:43.685239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:43.803893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:43.804031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:43.804073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:43.804101] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:43.807467] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-12-30T20:23:43.807755] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-30T20:23:43.807879] [INFO ] [sig       ] HD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:43.948382] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HD.txt
[2025-12-30T20:23:43.948505] [INFO ] [sig       ] [1495/3539] Completed HD in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:43.948552] [INFO ] [sig       ] [1496/3539] Forecasting HDB...
[2025-12-30T20:23:43.948609] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-30T20:23:43.948698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-30T20:23:43.959772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-30T20:23:43.960071] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-30T20:23:43.960901] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-30T20:23:43.960954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:43.960987] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:43.961014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:43.961072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:44.019115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:44.019766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:44.019847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:44.019878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:44.141865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:44.142022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:44.142063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:44.142091] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:44.145911] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-30T20:23:44.146191] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-30T20:23:44.146313] [INFO ] [sig       ] HDB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:44.287162] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HDB.txt
[2025-12-30T20:23:44.287295] [INFO ] [sig       ] [1496/3539] Completed HDB in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:44.287334] [INFO ] [sig       ] [1497/3539] Forecasting HDSN...
[2025-12-30T20:23:44.287364] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-30T20:23:44.287394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-30T20:23:44.298256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-30T20:23:44.298543] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-30T20:23:44.299326] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-30T20:23:44.299377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:44.299407] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:44.299432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:44.299493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:44.361550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:44.362744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:44.362866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:44.362915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:44.495374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:44.495529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:44.495621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:44.495679] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:44.499086] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-12-30T20:23:44.499365] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-30T20:23:44.499490] [INFO ] [sig       ] HDSN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:44.644923] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HDSN.txt
[2025-12-30T20:23:44.645115] [INFO ] [sig       ] [1497/3539] Completed HDSN in 0.4s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:44.645173] [INFO ] [sig       ] [1498/3539] Forecasting HE...
[2025-12-30T20:23:44.645208] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-30T20:23:44.645240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-30T20:23:44.658308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-30T20:23:44.658766] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-30T20:23:44.659676] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-30T20:23:44.659740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:44.659781] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:44.659811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:44.659870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:44.722949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:44.723895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:44.723989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:44.724022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:44.844295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:44.844488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:44.844532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:44.844561] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:44.848153] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-30T20:23:44.848445] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-30T20:23:44.848602] [INFO ] [sig       ] HE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:45.016530] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HE.txt
[2025-12-30T20:23:45.016785] [INFO ] [sig       ] [1498/3539] Completed HE in 0.4s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:45.016853] [INFO ] [sig       ] [1499/3539] Forecasting HEI...
[2025-12-30T20:23:45.016905] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-30T20:23:45.016959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-30T20:23:45.030850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-30T20:23:45.031342] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-30T20:23:45.032278] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-30T20:23:45.032337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:45.032373] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:45.032401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:45.032460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:45.094471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:45.095613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:45.095721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:45.095757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:45.246001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:45.246194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:45.246271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:45.246326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:45.251562] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-30T20:23:45.252043] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-30T20:23:45.252241] [INFO ] [sig       ] HEI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:45.428498] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HEI.txt
[2025-12-30T20:23:45.428745] [INFO ] [sig       ] [1499/3539] Completed HEI in 0.4s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:45.428801] [INFO ] [sig       ] [1500/3539] Forecasting HELE...
[2025-12-30T20:23:45.428836] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-30T20:23:45.428872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-30T20:23:45.445946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-30T20:23:45.446423] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-30T20:23:45.447446] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-30T20:23:45.447504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:45.447538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:45.447566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:45.447649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:45.534558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:45.535522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:45.535675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:45.535733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:45.706555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:45.706777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:45.706844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:45.706894] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:45.710993] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-30T20:23:45.711347] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-30T20:23:45.711501] [INFO ] [sig       ] HELE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:45.860202] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HELE.txt
[2025-12-30T20:23:45.860369] [INFO ] [sig       ] [1500/3539] Completed HELE in 0.4s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:45.860411] [INFO ] [sig       ] [1501/3539] Forecasting HEPS...
[2025-12-30T20:23:45.860442] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-30T20:23:45.860473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-30T20:23:45.874764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-30T20:23:45.875186] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-30T20:23:45.876050] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-30T20:23:45.876118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:45.876161] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:45.876192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:45.876257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:45.940493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:45.941656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:45.941750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:45.941785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:46.067821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:46.067980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:46.068023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:46.068053] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:46.071419] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-12-30T20:23:46.071728] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-30T20:23:46.071856] [INFO ] [sig       ] HEPS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:46.217225] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HEPS.txt
[2025-12-30T20:23:46.217362] [INFO ] [sig       ] [1501/3539] Completed HEPS in 0.4s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:46.217403] [INFO ] [sig       ] [1502/3539] Forecasting HEQ...
[2025-12-30T20:23:46.217433] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-30T20:23:46.217465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-30T20:23:46.228968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-30T20:23:46.229287] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-30T20:23:46.230096] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-30T20:23:46.230149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:46.230193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:46.230221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:46.230279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:46.287798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:46.288470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:46.288549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:46.288600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:46.400662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:46.400807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:46.400849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:46.400878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:46.404242] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-12-30T20:23:46.404513] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-30T20:23:46.404653] [INFO ] [sig       ] HEQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:46.543844] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HEQ.txt
[2025-12-30T20:23:46.543961] [INFO ] [sig       ] [1502/3539] Completed HEQ in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:46.544000] [INFO ] [sig       ] [1503/3539] Forecasting HERO...
[2025-12-30T20:23:46.544029] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-30T20:23:46.544058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-30T20:23:46.555825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-30T20:23:46.556180] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-30T20:23:46.557002] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-30T20:23:46.557054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:46.557085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:46.557111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:46.557196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:46.613904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:46.614790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:46.614878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:46.614910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:46.731983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:46.732148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:46.732189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:46.732216] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:46.735531] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-30T20:23:46.735847] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-30T20:23:46.735968] [INFO ] [sig       ] HERO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:46.875901] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HERO.txt
[2025-12-30T20:23:46.876027] [INFO ] [sig       ] [1503/3539] Completed HERO in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:46.876066] [INFO ] [sig       ] [1504/3539] Forecasting HESM...
[2025-12-30T20:23:46.876095] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-30T20:23:46.876125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-30T20:23:46.887168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-30T20:23:46.887449] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-30T20:23:46.888224] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-30T20:23:46.888276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:46.888306] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:46.888332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:46.888389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:46.945109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:46.945970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:46.946056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:46.946088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:47.069588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:47.069745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:47.069785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:47.069813] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:47.073136] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-12-30T20:23:47.073419] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-30T20:23:47.073545] [INFO ] [sig       ] HESM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:47.212842] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HESM.txt
[2025-12-30T20:23:47.212987] [INFO ] [sig       ] [1504/3539] Completed HESM in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:47.213025] [INFO ] [sig       ] [1505/3539] Forecasting HFFG...
[2025-12-30T20:23:47.213055] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-30T20:23:47.213085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-30T20:23:47.224326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-30T20:23:47.224607] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-30T20:23:47.225348] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-30T20:23:47.225407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:47.225438] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:47.225465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:47.225521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:47.281355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:47.282198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:47.282284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:47.282316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:47.398979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:47.399140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:47.399181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:47.399209] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:47.402550] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-30T20:23:47.402835] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-30T20:23:47.402958] [INFO ] [sig       ] HFFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:47.540885] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HFFG.txt
[2025-12-30T20:23:47.541012] [INFO ] [sig       ] [1505/3539] Completed HFFG in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:47.541056] [INFO ] [sig       ] [1506/3539] Forecasting HFRO...
[2025-12-30T20:23:47.541087] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-30T20:23:47.541118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-30T20:23:47.553287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-30T20:23:47.553719] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-30T20:23:47.554569] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-30T20:23:47.554675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:47.554716] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:47.554743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:47.554802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:47.611977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:47.612854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:47.612941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:47.612976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:47.734832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:47.734990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:47.735033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:47.735063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:47.738515] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-30T20:23:47.738835] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-30T20:23:47.738967] [INFO ] [sig       ] HFRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:47.881961] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HFRO.txt
[2025-12-30T20:23:47.882121] [INFO ] [sig       ] [1506/3539] Completed HFRO in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:47.882170] [INFO ] [sig       ] [1507/3539] Forecasting HFWA...
[2025-12-30T20:23:47.882202] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-30T20:23:47.882234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-30T20:23:47.893951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-30T20:23:47.894276] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-30T20:23:47.895135] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-30T20:23:47.895188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:47.895220] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:47.895248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:47.895306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:47.953079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:47.953890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:47.953977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:47.954010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:48.073923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:48.074067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:48.074107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:48.074135] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:48.077457] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-30T20:23:48.077746] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-30T20:23:48.077888] [INFO ] [sig       ] HFWA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:48.216925] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HFWA.txt
[2025-12-30T20:23:48.217062] [INFO ] [sig       ] [1507/3539] Completed HFWA in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:48.217103] [INFO ] [sig       ] [1508/3539] Forecasting HG...
[2025-12-30T20:23:48.217134] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-30T20:23:48.217165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-30T20:23:48.228888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-30T20:23:48.229227] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-30T20:23:48.230079] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-30T20:23:48.230134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:48.230166] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:48.230194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:48.230252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:48.287988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:48.288820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:48.288907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:48.288941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:48.412886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:48.413041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:48.413083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:48.413113] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:48.416468] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-30T20:23:48.416758] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-30T20:23:48.416881] [INFO ] [sig       ] HG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:48.562343] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HG.txt
[2025-12-30T20:23:48.562505] [INFO ] [sig       ] [1508/3539] Completed HG in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:48.562551] [INFO ] [sig       ] [1509/3539] Forecasting HGBL...
[2025-12-30T20:23:48.562598] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-30T20:23:48.562631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-30T20:23:48.573716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-30T20:23:48.574021] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-30T20:23:48.574882] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-30T20:23:48.574937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:48.574970] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:48.574998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:48.575057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:48.633248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:48.634041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:48.634142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:48.634178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:48.748399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:48.748545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:48.748655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:48.748689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:48.752127] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-12-30T20:23:48.752407] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-30T20:23:48.752535] [INFO ] [sig       ] HGBL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:48.893732] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HGBL.txt
[2025-12-30T20:23:48.893869] [INFO ] [sig       ] [1509/3539] Completed HGBL in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:48.893907] [INFO ] [sig       ] [1510/3539] Forecasting HGLB...
[2025-12-30T20:23:48.893938] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-30T20:23:48.893968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-30T20:23:48.905037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-30T20:23:48.905329] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-30T20:23:48.906108] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-30T20:23:48.906161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:48.906193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:48.906220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:48.906277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:48.964651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:48.965420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:48.965507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:48.965545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:49.086234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:49.086381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:49.086423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:49.086452] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:49.089917] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-30T20:23:49.090199] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-30T20:23:49.090328] [INFO ] [sig       ] HGLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:49.232696] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HGLB.txt
[2025-12-30T20:23:49.232846] [INFO ] [sig       ] [1510/3539] Completed HGLB in 0.3s | 2.88 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-30T20:23:49.232900] [INFO ] [sig       ] [1511/3539] Forecasting HGTY...
[2025-12-30T20:23:49.232935] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-30T20:23:49.232965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-30T20:23:49.244504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-30T20:23:49.244906] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-30T20:23:49.245706] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-30T20:23:49.245758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:49.245790] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:49.245817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:49.245877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:49.306903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:49.307815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:49.307918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:49.307952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:49.427406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:49.427585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:49.427636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:49.427667] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:49.431046] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-30T20:23:49.431334] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-30T20:23:49.431467] [INFO ] [sig       ] HGTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:49.572093] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HGTY.txt
[2025-12-30T20:23:49.572228] [INFO ] [sig       ] [1511/3539] Completed HGTY in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:49.572267] [INFO ] [sig       ] [1512/3539] Forecasting HHH...
[2025-12-30T20:23:49.572297] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-30T20:23:49.572326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-30T20:23:49.583437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-30T20:23:49.583736] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-30T20:23:49.584479] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-30T20:23:49.584530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:49.584562] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:49.584607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:49.584671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:49.642334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:49.643092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:49.643176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:49.643209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:49.760149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:49.760312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:49.760354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:49.760385] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:49.764056] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=60.37%)
[2025-12-30T20:23:49.764378] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-30T20:23:49.764541] [INFO ] [sig       ] HHH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:49.905090] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HHH.txt
[2025-12-30T20:23:49.905229] [INFO ] [sig       ] [1512/3539] Completed HHH in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:49.905269] [INFO ] [sig       ] [1513/3539] Forecasting HI...
[2025-12-30T20:23:49.905320] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-30T20:23:49.905352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-30T20:23:49.916828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-30T20:23:49.917153] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-30T20:23:49.918000] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-30T20:23:49.918054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:49.918098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:49.918127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:49.918187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:49.975238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:49.976139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:49.976224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:49.976258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:50.102150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:50.102328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:50.102370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:50.102398] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:50.105785] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-30T20:23:50.106051] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-30T20:23:50.106171] [INFO ] [sig       ] HI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:50.249398] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HI.txt
[2025-12-30T20:23:50.249538] [INFO ] [sig       ] [1513/3539] Completed HI in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:50.249594] [INFO ] [sig       ] [1514/3539] Forecasting HIFS...
[2025-12-30T20:23:50.249626] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-30T20:23:50.249656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-30T20:23:50.260083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-30T20:23:50.260345] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-30T20:23:50.261130] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-30T20:23:50.261183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:50.261214] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:50.261240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:50.261297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:50.318440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:50.319065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:50.319143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:50.319176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:50.429038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:50.429189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:50.429231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:50.429260] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:50.432629] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-12-30T20:23:50.432898] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-30T20:23:50.433032] [INFO ] [sig       ] HIFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:50.575541] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HIFS.txt
[2025-12-30T20:23:50.575679] [INFO ] [sig       ] [1514/3539] Completed HIFS in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:50.575721] [INFO ] [sig       ] [1515/3539] Forecasting HIG...
[2025-12-30T20:23:50.575753] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-30T20:23:50.575785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-30T20:23:50.586982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-30T20:23:50.587244] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-30T20:23:50.588024] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-30T20:23:50.588075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:50.588105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:50.588132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:50.588188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:50.645707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:50.646307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:50.646387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:50.646419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:50.762757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:50.762865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:50.762902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:50.762929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:50.766110] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-30T20:23:50.766373] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-30T20:23:50.766495] [INFO ] [sig       ] HIG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:50.906624] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HIG.txt
[2025-12-30T20:23:50.906737] [INFO ] [sig       ] [1515/3539] Completed HIG in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:50.906775] [INFO ] [sig       ] [1516/3539] Forecasting HII...
[2025-12-30T20:23:50.906804] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-30T20:23:50.906834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-30T20:23:50.918344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-30T20:23:50.918644] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-30T20:23:50.919471] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-30T20:23:50.919526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:50.919559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:50.919605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:50.919691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:50.978291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:50.978993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:50.979075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:50.979109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:51.102516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:51.102655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:51.102693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:51.102723] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:51.105893] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-30T20:23:51.106153] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-30T20:23:51.106271] [INFO ] [sig       ] HII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:51.249227] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HII.txt
[2025-12-30T20:23:51.249359] [INFO ] [sig       ] [1516/3539] Completed HII in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:51.249398] [INFO ] [sig       ] [1517/3539] Forecasting HIMS...
[2025-12-30T20:23:51.249426] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-30T20:23:51.249463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-30T20:23:51.260274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-30T20:23:51.260567] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-30T20:23:51.261338] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-30T20:23:51.261390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:51.261421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:51.261447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:51.261504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:51.317611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:51.318275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:51.318355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:51.318387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:51.434821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:51.434977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:51.435017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:51.435046] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:51.438350] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-30T20:23:51.438636] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-30T20:23:51.438779] [INFO ] [sig       ] HIMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:51.577819] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HIMS.txt
[2025-12-30T20:23:51.577947] [INFO ] [sig       ] [1517/3539] Completed HIMS in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:51.577986] [INFO ] [sig       ] [1518/3539] Forecasting HIMX...
[2025-12-30T20:23:51.578015] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-30T20:23:51.578045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-30T20:23:51.589007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-30T20:23:51.589274] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-30T20:23:51.590035] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-30T20:23:51.590086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:51.590117] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:51.590143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:51.590200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:51.646765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:51.647595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:51.647682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:51.647714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:51.767365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:51.767491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:51.767530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:51.767559] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:51.770760] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-30T20:23:51.771029] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-30T20:23:51.771150] [INFO ] [sig       ] HIMX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:51.912020] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HIMX.txt
[2025-12-30T20:23:51.912139] [INFO ] [sig       ] [1518/3539] Completed HIMX in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:51.912177] [INFO ] [sig       ] [1519/3539] Forecasting HIO...
[2025-12-30T20:23:51.912206] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-30T20:23:51.912235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-30T20:23:51.923483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-30T20:23:51.923773] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-30T20:23:51.924513] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-30T20:23:51.924564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:51.924614] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:51.924641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:51.924698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:51.981548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:51.982244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:51.982326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:51.982360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:52.101642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:52.101759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:52.101800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:52.101828] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:52.105004] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-30T20:23:52.105304] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-30T20:23:52.105426] [INFO ] [sig       ] HIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:52.245678] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HIO.txt
[2025-12-30T20:23:52.245806] [INFO ] [sig       ] [1519/3539] Completed HIO in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:52.245843] [INFO ] [sig       ] [1520/3539] Forecasting HIPO...
[2025-12-30T20:23:52.245872] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-30T20:23:52.245902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-30T20:23:52.257006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-30T20:23:52.257278] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-30T20:23:52.258133] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-30T20:23:52.258188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:52.258221] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:52.258250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:52.258309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:52.318239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:52.318905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:52.318986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:52.319021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:52.440597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:52.440761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:52.440812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:52.440864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:52.444196] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-30T20:23:52.444472] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-30T20:23:52.444613] [INFO ] [sig       ] HIPO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:52.589312] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HIPO.txt
[2025-12-30T20:23:52.589457] [INFO ] [sig       ] [1520/3539] Completed HIPO in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:52.589499] [INFO ] [sig       ] [1521/3539] Forecasting HITI...
[2025-12-30T20:23:52.589530] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-30T20:23:52.589567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-30T20:23:52.601112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-30T20:23:52.601427] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-30T20:23:52.602311] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-30T20:23:52.602366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:52.602398] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:52.602426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:52.602492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:52.662350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:52.663204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:52.663290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:52.663325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:52.788527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:52.788683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:52.788746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:52.788778] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:52.792037] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-30T20:23:52.792303] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-30T20:23:52.792421] [INFO ] [sig       ] HITI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:52.935062] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HITI.txt
[2025-12-30T20:23:52.935176] [INFO ] [sig       ] [1521/3539] Completed HITI in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:52.935213] [INFO ] [sig       ] [1522/3539] Forecasting HIVE...
[2025-12-30T20:23:52.935243] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-30T20:23:52.935273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-30T20:23:52.946820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-30T20:23:52.947101] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-30T20:23:52.947908] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-30T20:23:52.947962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:52.947996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:52.948024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:52.948084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:53.008761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:53.009444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:53.009526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:53.009561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:53.129519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:53.129695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:53.129737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:53.129764] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:53.133177] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-30T20:23:53.133443] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-30T20:23:53.133585] [INFO ] [sig       ] HIVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:53.273965] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HIVE.txt
[2025-12-30T20:23:53.274098] [INFO ] [sig       ] [1522/3539] Completed HIVE in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:53.274139] [INFO ] [sig       ] [1523/3539] Forecasting HIX...
[2025-12-30T20:23:53.274168] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-30T20:23:53.274198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-30T20:23:53.285122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-30T20:23:53.285460] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-30T20:23:53.286510] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-30T20:23:53.286595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:53.286646] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:53.286689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:53.286778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:53.346747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:53.347403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:53.347488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:53.347522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:53.462638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:53.462773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:53.462816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:53.462846] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:53.466182] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-30T20:23:53.466459] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-30T20:23:53.466602] [INFO ] [sig       ] HIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:53.614644] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HIX.txt
[2025-12-30T20:23:53.614766] [INFO ] [sig       ] [1523/3539] Completed HIX in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:53.614804] [INFO ] [sig       ] [1524/3539] Forecasting HL...
[2025-12-30T20:23:53.614835] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-30T20:23:53.614865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-30T20:23:53.626253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-30T20:23:53.626552] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-30T20:23:53.627353] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-30T20:23:53.627407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:53.627440] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:53.627468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:53.627539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:53.687369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:53.688201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:53.688287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:53.688322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:53.810544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:53.810712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:53.810754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:53.810783] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:53.814185] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-30T20:23:53.814452] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-30T20:23:53.814590] [INFO ] [sig       ] HL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:53.956883] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HL.txt
[2025-12-30T20:23:53.957014] [INFO ] [sig       ] [1524/3539] Completed HL in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:53.957054] [INFO ] [sig       ] [1525/3539] Forecasting HLAL...
[2025-12-30T20:23:53.957083] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-30T20:23:53.957112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-30T20:23:53.968382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-30T20:23:53.968679] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-30T20:23:53.969451] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-30T20:23:53.969503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:53.969533] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:53.969559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:53.969633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:54.025925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:54.026506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:54.026600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:54.026635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:54.144976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:54.145091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:54.145128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:54.145154] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:54.148282] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-30T20:23:54.148542] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-30T20:23:54.148679] [INFO ] [sig       ] HLAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:54.289851] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HLAL.txt
[2025-12-30T20:23:54.289986] [INFO ] [sig       ] [1525/3539] Completed HLAL in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:54.290026] [INFO ] [sig       ] [1526/3539] Forecasting HLF...
[2025-12-30T20:23:54.290057] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-30T20:23:54.290088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-30T20:23:54.301476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-30T20:23:54.301770] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-30T20:23:54.302547] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-30T20:23:54.302631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:54.302667] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:54.302695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:54.302756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:54.363276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:54.363918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:54.363999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:54.364033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:54.482403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:54.482522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:54.482559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:54.482605] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:54.485821] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-30T20:23:54.486086] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-30T20:23:54.486205] [INFO ] [sig       ] HLF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:54.635161] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HLF.txt
[2025-12-30T20:23:54.635294] [INFO ] [sig       ] [1526/3539] Completed HLF in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-30T20:23:54.635333] [INFO ] [sig       ] [1527/3539] Forecasting HLI...
[2025-12-30T20:23:54.635363] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-30T20:23:54.635393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-30T20:23:54.647191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-30T20:23:54.647563] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-30T20:23:54.648367] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-30T20:23:54.648419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:54.648450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:54.648476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:54.648533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:54.706657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:54.707454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:54.707538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:54.707588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:54.821698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:54.821826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:54.821869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:54.821898] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:54.825141] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-30T20:23:54.825411] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-30T20:23:54.825532] [INFO ] [sig       ] HLI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:54.972218] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HLI.txt
[2025-12-30T20:23:54.972349] [INFO ] [sig       ] [1527/3539] Completed HLI in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-30T20:23:54.972387] [INFO ] [sig       ] [1528/3539] Forecasting HLIO...
[2025-12-30T20:23:54.972417] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-30T20:23:54.972447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-30T20:23:54.984097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-30T20:23:54.984368] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-30T20:23:54.985162] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-30T20:23:54.985216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:54.985250] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:54.985278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:54.985336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:55.045526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:55.046177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:55.046260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:55.046294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:55.166185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:55.166313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:55.166353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:55.166381] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:55.169618] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-30T20:23:55.169885] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-30T20:23:55.170005] [INFO ] [sig       ] HLIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:55.317475] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HLIO.txt
[2025-12-30T20:23:55.317635] [INFO ] [sig       ] [1528/3539] Completed HLIO in 0.3s | 2.88 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-30T20:23:55.317677] [INFO ] [sig       ] [1529/3539] Forecasting HLLY...
[2025-12-30T20:23:55.317710] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-30T20:23:55.317742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-30T20:23:55.328747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-30T20:23:55.329054] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-30T20:23:55.329834] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-30T20:23:55.329897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:55.329936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:55.329965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:55.330023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:55.387150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:55.387768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:55.387848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:55.387879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:55.516885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:55.517046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:55.517088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:55.517117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:55.520661] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-30T20:23:55.520998] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-30T20:23:55.521130] [INFO ] [sig       ] HLLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:55.667844] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HLLY.txt
[2025-12-30T20:23:55.667998] [INFO ] [sig       ] [1529/3539] Completed HLLY in 0.4s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:55.668075] [INFO ] [sig       ] [1530/3539] Forecasting HLMN...
[2025-12-30T20:23:55.668107] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-30T20:23:55.668137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-30T20:23:55.679614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-30T20:23:55.679998] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-30T20:23:55.680800] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-30T20:23:55.680854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:55.680885] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:55.680912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:55.680968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:55.741195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:55.742101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:55.742198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:55.742234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:55.862257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:55.862407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:55.862449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:55.862477] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:55.865873] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-30T20:23:55.866167] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-30T20:23:55.866296] [INFO ] [sig       ] HLMN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:56.019281] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HLMN.txt
[2025-12-30T20:23:56.019435] [INFO ] [sig       ] [1530/3539] Completed HLMN in 0.4s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:56.019475] [INFO ] [sig       ] [1531/3539] Forecasting HLN...
[2025-12-30T20:23:56.019504] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-30T20:23:56.019534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-30T20:23:56.030755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-30T20:23:56.031076] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-30T20:23:56.032018] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-30T20:23:56.032087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:56.032132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:56.032160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:56.032218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:56.090698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:56.091355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:56.091439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:56.091472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:56.207826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:56.207975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:56.208014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:56.208041] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:56.211480] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-30T20:23:56.211780] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-30T20:23:56.211905] [INFO ] [sig       ] HLN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:56.352662] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HLN.txt
[2025-12-30T20:23:56.352788] [INFO ] [sig       ] [1531/3539] Completed HLN in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:56.352826] [INFO ] [sig       ] [1532/3539] Forecasting HLNE...
[2025-12-30T20:23:56.352859] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-30T20:23:56.352890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-30T20:23:56.364310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-30T20:23:56.364622] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-30T20:23:56.365415] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-30T20:23:56.365469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:56.365502] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:56.365531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:56.365619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:56.425671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:56.426297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:56.426379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:56.426413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:56.541008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:56.541137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:56.541176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:56.541204] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:56.544426] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-30T20:23:56.544707] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-30T20:23:56.544830] [INFO ] [sig       ] HLNE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:56.688340] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HLNE.txt
[2025-12-30T20:23:56.688485] [INFO ] [sig       ] [1532/3539] Completed HLNE in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:56.688525] [INFO ] [sig       ] [1533/3539] Forecasting HLX...
[2025-12-30T20:23:56.688555] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-30T20:23:56.688603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-30T20:23:56.699466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-30T20:23:56.699780] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-30T20:23:56.700541] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-30T20:23:56.700614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:56.700649] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:56.700699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:56.700760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:56.757899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:56.758491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:56.758569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:56.758619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:56.874018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:56.874137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:56.874192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:56.874220] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:56.877505] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-30T20:23:56.877792] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-30T20:23:56.877914] [INFO ] [sig       ] HLX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:57.017878] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HLX.txt
[2025-12-30T20:23:57.018000] [INFO ] [sig       ] [1533/3539] Completed HLX in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:57.018038] [INFO ] [sig       ] [1534/3539] Forecasting HMC...
[2025-12-30T20:23:57.018068] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-30T20:23:57.018098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-30T20:23:57.029100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-30T20:23:57.029383] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-30T20:23:57.030152] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-30T20:23:57.030204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:57.030235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:57.030261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:57.030318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:57.086757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:57.087363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:57.087443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:57.087475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:57.210710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:57.210858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:57.210900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:57.210931] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:57.214267] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-30T20:23:57.214534] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-30T20:23:57.214674] [INFO ] [sig       ] HMC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:57.361450] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HMC.txt
[2025-12-30T20:23:57.361586] [INFO ] [sig       ] [1534/3539] Completed HMC in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:57.361628] [INFO ] [sig       ] [1535/3539] Forecasting HMN...
[2025-12-30T20:23:57.361657] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-30T20:23:57.361687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-30T20:23:57.373164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-30T20:23:57.373437] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-30T20:23:57.374203] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-30T20:23:57.374254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:57.374285] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:57.374312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:57.374368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:57.432742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:57.433437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:57.433520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:57.433566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:57.553754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:57.553893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:57.553935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:57.553966] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:57.557270] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-30T20:23:57.557557] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-30T20:23:57.557699] [INFO ] [sig       ] HMN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:57.702973] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HMN.txt
[2025-12-30T20:23:57.703096] [INFO ] [sig       ] [1535/3539] Completed HMN in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:57.703135] [INFO ] [sig       ] [1536/3539] Forecasting HMY...
[2025-12-30T20:23:57.703163] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-30T20:23:57.703192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-30T20:23:57.714362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-30T20:23:57.714661] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-30T20:23:57.715404] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-30T20:23:57.715455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:57.715486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:57.715512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:57.715591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:57.772676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:57.773254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:57.773332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:57.773364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:57.893328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:57.893481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:57.893522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:57.893550] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:57.896970] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-30T20:23:57.897323] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-30T20:23:57.897458] [INFO ] [sig       ] HMY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:58.040293] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HMY.txt
[2025-12-30T20:23:58.040420] [INFO ] [sig       ] [1536/3539] Completed HMY in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:58.040459] [INFO ] [sig       ] [1537/3539] Forecasting HNDL...
[2025-12-30T20:23:58.040488] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-30T20:23:58.040517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-30T20:23:58.051431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-30T20:23:58.051723] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-30T20:23:58.052468] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-30T20:23:58.052520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:58.052560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:58.052609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:58.052668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:58.109322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:58.109937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:58.110024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:58.110063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:58.229594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:58.229742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:58.229783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:58.229811] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:58.233167] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-30T20:23:58.233432] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-30T20:23:58.233549] [INFO ] [sig       ] HNDL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:58.375778] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HNDL.txt
[2025-12-30T20:23:58.375903] [INFO ] [sig       ] [1537/3539] Completed HNDL in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:58.375944] [INFO ] [sig       ] [1538/3539] Forecasting HNI...
[2025-12-30T20:23:58.375973] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-30T20:23:58.376006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-30T20:23:58.386950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-30T20:23:58.387275] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-30T20:23:58.388046] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-30T20:23:58.388097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:58.388128] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:58.388155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:58.388212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:58.446508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:58.447172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:58.447254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:58.447286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:58.569294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:58.569449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:58.569490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:58.569518] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:58.572796] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-30T20:23:58.573062] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-30T20:23:58.573183] [INFO ] [sig       ] HNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:23:58.717950] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HNI.txt
[2025-12-30T20:23:58.718091] [INFO ] [sig       ] [1538/3539] Completed HNI in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:58.718132] [INFO ] [sig       ] [1539/3539] Forecasting HNRG...
[2025-12-30T20:23:58.718160] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-30T20:23:58.718190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-30T20:23:58.729991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-30T20:23:58.730305] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-30T20:23:58.731118] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-30T20:23:58.731169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:58.731201] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:58.731228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:58.731285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:58.791670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:58.792288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:58.792370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:58.792404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:58.915561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:58.915739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:58.915782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:58.915812] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:58.919321] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-30T20:23:58.919677] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-30T20:23:58.919819] [INFO ] [sig       ] HNRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:59.064487] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HNRG.txt
[2025-12-30T20:23:59.064643] [INFO ] [sig       ] [1539/3539] Completed HNRG in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:59.064685] [INFO ] [sig       ] [1540/3539] Forecasting HOG...
[2025-12-30T20:23:59.064717] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-30T20:23:59.064750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-30T20:23:59.076122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-30T20:23:59.076435] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-30T20:23:59.077224] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-30T20:23:59.077277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:59.077308] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:59.077335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:59.077394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:59.137320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:59.138110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:59.138196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:59.138229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:59.260650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:59.260801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:59.260842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:59.260872] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:59.264325] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-30T20:23:59.264630] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-30T20:23:59.264760] [INFO ] [sig       ] HOG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:59.411119] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HOG.txt
[2025-12-30T20:23:59.411250] [INFO ] [sig       ] [1540/3539] Completed HOG in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:59.411289] [INFO ] [sig       ] [1541/3539] Forecasting HOLO...
[2025-12-30T20:23:59.411324] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-30T20:23:59.411355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-30T20:23:59.423791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-30T20:23:59.424105] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-30T20:23:59.424921] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-30T20:23:59.424976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:59.425008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:59.425035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:59.425092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:59.485639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:59.486273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:59.486354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:59.486388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:59.611155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:59.611305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:59.611347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:59.611376] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:59.614753] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-30T20:23:59.615030] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-30T20:23:59.615156] [INFO ] [sig       ] HOLO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:23:59.759459] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HOLO.txt
[2025-12-30T20:23:59.759596] [INFO ] [sig       ] [1541/3539] Completed HOLO in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:23:59.759637] [INFO ] [sig       ] [1542/3539] Forecasting HOLX...
[2025-12-30T20:23:59.759666] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-30T20:23:59.759695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-30T20:23:59.771588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-30T20:23:59.771859] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-30T20:23:59.772632] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-30T20:23:59.772694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:23:59.772725] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:23:59.772750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:23:59.772807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:23:59.831146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:23:59.831778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:23:59.831858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:23:59.831891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:23:59.957144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:23:59.957296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:23:59.957336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:23:59.957363] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:23:59.960719] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-30T20:23:59.960982] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-30T20:23:59.961111] [INFO ] [sig       ] HOLX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:00.102640] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HOLX.txt
[2025-12-30T20:24:00.102788] [INFO ] [sig       ] [1542/3539] Completed HOLX in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:24:00.102827] [INFO ] [sig       ] [1543/3539] Forecasting HOMB...
[2025-12-30T20:24:00.102857] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-30T20:24:00.102888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-30T20:24:00.113690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-30T20:24:00.113977] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-30T20:24:00.114734] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-30T20:24:00.114786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:00.114817] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:00.114843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:00.114900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:00.175230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:00.175948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:00.176031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:00.176062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:00.292856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:00.292992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:00.293041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:00.293072] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:00.296355] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-30T20:24:00.296653] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-30T20:24:00.296778] [INFO ] [sig       ] HOMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:00.440663] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HOMB.txt
[2025-12-30T20:24:00.440812] [INFO ] [sig       ] [1543/3539] Completed HOMB in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-30T20:24:00.440853] [INFO ] [sig       ] [1544/3539] Forecasting HON...
[2025-12-30T20:24:00.440883] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-30T20:24:00.440919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-30T20:24:00.452393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-30T20:24:00.452718] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-30T20:24:00.453476] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-30T20:24:00.453528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:00.453560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:00.453604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:00.453663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:00.511082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:00.511889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:00.511977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:00.512010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:00.634539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:00.634665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:00.634705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:00.634747] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:00.638118] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-30T20:24:00.638404] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-30T20:24:00.638530] [INFO ] [sig       ] HON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:00.781317] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HON.txt
[2025-12-30T20:24:00.781461] [INFO ] [sig       ] [1544/3539] Completed HON in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-30T20:24:00.781502] [INFO ] [sig       ] [1545/3539] Forecasting HOOD...
[2025-12-30T20:24:00.781531] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-30T20:24:00.781561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-30T20:24:00.792845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-30T20:24:00.793143] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-30T20:24:00.793907] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-30T20:24:00.793959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:00.793990] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:00.794016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:00.794073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:00.854462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:00.855276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:00.855358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:00.855390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:00.977339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:00.977476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:00.977518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:00.977547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:00.981002] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-30T20:24:00.981289] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-30T20:24:00.981430] [INFO ] [sig       ] HOOD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:01.126162] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HOOD.txt
[2025-12-30T20:24:01.126317] [INFO ] [sig       ] [1545/3539] Completed HOOD in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-30T20:24:01.126357] [INFO ] [sig       ] [1546/3539] Forecasting HOPE...
[2025-12-30T20:24:01.126386] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-30T20:24:01.126417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-30T20:24:01.138943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-30T20:24:01.139352] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-30T20:24:01.140289] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-30T20:24:01.140353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:01.140387] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:01.140415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:01.140478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:01.202835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:01.203921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:01.204053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:01.204132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:01.320153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:01.320289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:01.320330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:01.320360] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:01.323802] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-30T20:24:01.324097] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-30T20:24:01.324243] [INFO ] [sig       ] HOPE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:01.474185] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HOPE.txt
[2025-12-30T20:24:01.474305] [INFO ] [sig       ] [1546/3539] Completed HOPE in 0.3s | 2.88 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-30T20:24:01.474366] [INFO ] [sig       ] [1547/3539] Forecasting HOTH...
[2025-12-30T20:24:01.474397] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-30T20:24:01.474427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-30T20:24:01.485472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-30T20:24:01.485778] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-30T20:24:01.486556] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-30T20:24:01.486638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:01.486674] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:01.486701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:01.486763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:01.542690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:01.543290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:01.543367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:01.543400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:01.658909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:01.659052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:01.659108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:01.659147] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:01.662395] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-30T20:24:01.662678] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-30T20:24:01.662800] [INFO ] [sig       ] HOTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:01.803229] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HOTH.txt
[2025-12-30T20:24:01.803391] [INFO ] [sig       ] [1547/3539] Completed HOTH in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:01.803432] [INFO ] [sig       ] [1548/3539] Forecasting HOUS...
[2025-12-30T20:24:01.803463] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-30T20:24:01.803493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-30T20:24:01.815629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-30T20:24:01.816028] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-30T20:24:01.817085] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-30T20:24:01.817139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:01.817171] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:01.817213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:01.817274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:01.877132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:01.878033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:01.878123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:01.878158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:02.035643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:02.035832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:02.035875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:02.035905] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:02.039716] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-12-30T20:24:02.040083] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-30T20:24:02.040229] [INFO ] [sig       ] HOUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:02.192476] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HOUS.txt
[2025-12-30T20:24:02.192652] [INFO ] [sig       ] [1548/3539] Completed HOUS in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:02.192697] [INFO ] [sig       ] [1549/3539] Forecasting HP...
[2025-12-30T20:24:02.192727] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-30T20:24:02.192757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-30T20:24:02.204173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-30T20:24:02.204548] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-30T20:24:02.205362] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-30T20:24:02.205415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:02.205446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:02.205474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:02.205536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:02.267973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:02.269082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:02.269199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:02.269249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:02.396598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:02.396757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:02.396799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:02.396836] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:02.400213] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-30T20:24:02.400494] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-30T20:24:02.400639] [INFO ] [sig       ] HP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:02.542203] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HP.txt
[2025-12-30T20:24:02.542358] [INFO ] [sig       ] [1549/3539] Completed HP in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:02.542399] [INFO ] [sig       ] [1550/3539] Forecasting HPE...
[2025-12-30T20:24:02.542429] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-30T20:24:02.542459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-30T20:24:02.554202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-30T20:24:02.554547] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-30T20:24:02.555348] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-30T20:24:02.555401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:02.555434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:02.555491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:02.555552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:02.616616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:02.617601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:02.617696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:02.617728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:02.737868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:02.738016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:02.738057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:02.738084] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:02.741396] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-30T20:24:02.741679] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-30T20:24:02.741802] [INFO ] [sig       ] HPE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:02.881883] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HPE.txt
[2025-12-30T20:24:02.881993] [INFO ] [sig       ] [1550/3539] Completed HPE in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:02.882031] [INFO ] [sig       ] [1551/3539] Forecasting HPF...
[2025-12-30T20:24:02.882060] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-30T20:24:02.882090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-30T20:24:02.894425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-30T20:24:02.894789] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-30T20:24:02.895607] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-30T20:24:02.895660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:02.895692] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:02.895718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:02.895775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:02.952167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:02.952874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:02.952960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:02.952991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:03.073110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:03.073261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:03.073302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:03.073331] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:03.076974] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-30T20:24:03.077252] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-30T20:24:03.077376] [INFO ] [sig       ] HPF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:03.218935] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HPF.txt
[2025-12-30T20:24:03.219058] [INFO ] [sig       ] [1551/3539] Completed HPF in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:03.219096] [INFO ] [sig       ] [1552/3539] Forecasting HPI...
[2025-12-30T20:24:03.219125] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-30T20:24:03.219157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-30T20:24:03.231740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-30T20:24:03.232085] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-30T20:24:03.232889] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-30T20:24:03.232942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:03.232975] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:03.233005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:03.233066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:03.289965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:03.290613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:03.290697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:03.290728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:03.408991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:03.409148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:03.409188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:03.409217] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:03.412549] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-30T20:24:03.412831] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-30T20:24:03.412952] [INFO ] [sig       ] HPI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:03.557193] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HPI.txt
[2025-12-30T20:24:03.557321] [INFO ] [sig       ] [1552/3539] Completed HPI in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:03.557360] [INFO ] [sig       ] [1553/3539] Forecasting HPK...
[2025-12-30T20:24:03.557389] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-30T20:24:03.557419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-30T20:24:03.569200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-30T20:24:03.569479] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-30T20:24:03.570268] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-30T20:24:03.570320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:03.570350] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:03.570376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:03.570434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:03.627587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:03.628202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:03.628282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:03.628314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:03.750848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:03.750990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:03.751033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:03.751062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:03.754335] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-30T20:24:03.754650] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-30T20:24:03.754775] [INFO ] [sig       ] HPK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:03.896249] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HPK.txt
[2025-12-30T20:24:03.896401] [INFO ] [sig       ] [1553/3539] Completed HPK in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:03.896447] [INFO ] [sig       ] [1554/3539] Forecasting HPP...
[2025-12-30T20:24:03.896477] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-30T20:24:03.896507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-30T20:24:03.908314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-30T20:24:03.908606] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-30T20:24:03.909388] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-30T20:24:03.909440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:03.909471] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:03.909498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:03.909557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:03.966879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:03.967779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:03.967866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:03.967898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:04.089878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:04.090035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:04.090076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:04.090104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:04.093531] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-30T20:24:04.093830] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-30T20:24:04.093959] [INFO ] [sig       ] HPP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:04.253842] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HPP.txt
[2025-12-30T20:24:04.253997] [INFO ] [sig       ] [1554/3539] Completed HPP in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:04.254035] [INFO ] [sig       ] [1555/3539] Forecasting HPQ...
[2025-12-30T20:24:04.254065] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-30T20:24:04.254095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-30T20:24:04.265616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-30T20:24:04.265916] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-30T20:24:04.266835] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-30T20:24:04.266888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:04.266919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:04.266945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:04.267002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:04.325115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:04.325738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:04.325819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:04.325850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:04.455655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:04.455816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:04.455865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:04.455909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:04.460093] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-30T20:24:04.460411] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-30T20:24:04.460545] [INFO ] [sig       ] HPQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:04.612340] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HPQ.txt
[2025-12-30T20:24:04.612460] [INFO ] [sig       ] [1555/3539] Completed HPQ in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:04.612499] [INFO ] [sig       ] [1556/3539] Forecasting HPS...
[2025-12-30T20:24:04.612528] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-30T20:24:04.612557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-30T20:24:04.623989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-30T20:24:04.624273] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-30T20:24:04.625071] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-30T20:24:04.625136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:04.625175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:04.625207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:04.625267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:04.683347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:04.684009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:04.684092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:04.684124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:04.807018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:04.807167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:04.807209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:04.807236] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:04.810756] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-30T20:24:04.811029] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-30T20:24:04.811159] [INFO ] [sig       ] HPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:04.962425] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HPS.txt
[2025-12-30T20:24:04.962556] [INFO ] [sig       ] [1556/3539] Completed HPS in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:04.962613] [INFO ] [sig       ] [1557/3539] Forecasting HQI...
[2025-12-30T20:24:04.962644] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-30T20:24:04.962674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-30T20:24:04.974027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-30T20:24:04.974355] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-30T20:24:04.975127] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-30T20:24:04.975179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:04.975211] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:04.975238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:04.975299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:05.033283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:05.034179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:05.034270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:05.034304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:05.138326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:05.138480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:05.138541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:05.138605] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:05.141933] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-30T20:24:05.142196] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-30T20:24:05.142315] [INFO ] [sig       ] HQI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:05.293651] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HQI.txt
[2025-12-30T20:24:05.293855] [INFO ] [sig       ] [1557/3539] Completed HQI in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:05.293902] [INFO ] [sig       ] [1558/3539] Forecasting HQL...
[2025-12-30T20:24:05.293937] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-30T20:24:05.293970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-30T20:24:05.306442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-30T20:24:05.306868] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-30T20:24:05.307719] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-30T20:24:05.307773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:05.307805] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:05.307833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:05.307891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:05.366149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:05.367029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:05.367118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:05.367151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:05.487540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:05.487747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:05.487793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:05.487825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:05.491825] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-30T20:24:05.492187] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-30T20:24:05.492353] [INFO ] [sig       ] HQL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:05.655255] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HQL.txt
[2025-12-30T20:24:05.655415] [INFO ] [sig       ] [1558/3539] Completed HQL in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:05.655457] [INFO ] [sig       ] [1559/3539] Forecasting HQY...
[2025-12-30T20:24:05.655485] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-30T20:24:05.655516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-30T20:24:05.667379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-30T20:24:05.667793] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-30T20:24:05.668565] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-30T20:24:05.668644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:05.668675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:05.668701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:05.668784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:05.727695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:05.728643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:05.728772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:05.728816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:05.856445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:05.856636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:05.856682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:05.856711] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:05.860252] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-30T20:24:05.860599] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-30T20:24:05.860740] [INFO ] [sig       ] HQY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:06.005929] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HQY.txt
[2025-12-30T20:24:06.006085] [INFO ] [sig       ] [1559/3539] Completed HQY in 0.4s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:06.006128] [INFO ] [sig       ] [1560/3539] Forecasting HRB...
[2025-12-30T20:24:06.006158] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-30T20:24:06.006189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-30T20:24:06.017508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-30T20:24:06.017914] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-30T20:24:06.018709] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-30T20:24:06.018791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:06.018823] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:06.018849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:06.018906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:06.076715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:06.077558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:06.077671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:06.077704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:06.200555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:06.200737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:06.200779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:06.200807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:06.204249] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-30T20:24:06.204539] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-30T20:24:06.204684] [INFO ] [sig       ] HRB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:06.350471] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HRB.txt
[2025-12-30T20:24:06.350650] [INFO ] [sig       ] [1560/3539] Completed HRB in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:06.350694] [INFO ] [sig       ] [1561/3539] Forecasting HRL...
[2025-12-30T20:24:06.350724] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-30T20:24:06.350755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-30T20:24:06.362315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-30T20:24:06.362715] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-30T20:24:06.363485] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-30T20:24:06.363537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:06.363604] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:06.363635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:06.363692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:06.422079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:06.423030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:06.423145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:06.423187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:06.541478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:06.541660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:06.541703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:06.541733] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:06.545157] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=63.25%)
[2025-12-30T20:24:06.545468] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-30T20:24:06.545618] [INFO ] [sig       ] HRL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:06.690770] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HRL.txt
[2025-12-30T20:24:06.690931] [INFO ] [sig       ] [1561/3539] Completed HRL in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-30T20:24:06.690974] [INFO ] [sig       ] [1562/3539] Forecasting HRMY...
[2025-12-30T20:24:06.691003] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-30T20:24:06.691033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-30T20:24:06.702360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-30T20:24:06.702765] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-30T20:24:06.703535] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-30T20:24:06.703606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:06.703639] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:06.703665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:06.703722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:06.761879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:06.762777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:06.762867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:06.762901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:06.880790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:06.880950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:06.880991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:06.881018] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:06.884369] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-12-30T20:24:06.884666] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-30T20:24:06.884793] [INFO ] [sig       ] HRMY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:07.031167] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HRMY.txt
[2025-12-30T20:24:07.031342] [INFO ] [sig       ] [1562/3539] Completed HRMY in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-30T20:24:07.031384] [INFO ] [sig       ] [1563/3539] Forecasting HRTG...
[2025-12-30T20:24:07.031415] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-30T20:24:07.031446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-30T20:24:07.042759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-30T20:24:07.043036] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-30T20:24:07.043792] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-30T20:24:07.043844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:07.043875] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:07.043901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:07.043958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:07.100652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:07.101224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:07.101302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:07.101334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:07.218510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:07.218666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:07.218706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:07.218749] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:07.221997] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-30T20:24:07.222264] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-30T20:24:07.222384] [INFO ] [sig       ] HRTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:07.363486] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HRTG.txt
[2025-12-30T20:24:07.363645] [INFO ] [sig       ] [1563/3539] Completed HRTG in 0.3s | 2.88 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-30T20:24:07.363712] [INFO ] [sig       ] [1564/3539] Forecasting HRTX...
[2025-12-30T20:24:07.363742] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-30T20:24:07.363773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-30T20:24:07.374819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-30T20:24:07.375158] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-30T20:24:07.375949] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-30T20:24:07.376002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:07.376033] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:07.376059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:07.376116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:07.432715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:07.433489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:07.433592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:07.433628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:07.548591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:07.548759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:07.548803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:07.548832] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:07.552124] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=74.77%)
[2025-12-30T20:24:07.552391] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-30T20:24:07.552513] [INFO ] [sig       ] HRTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:07.691049] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HRTX.txt
[2025-12-30T20:24:07.691179] [INFO ] [sig       ] [1564/3539] Completed HRTX in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:07.691217] [INFO ] [sig       ] [1565/3539] Forecasting HRZN...
[2025-12-30T20:24:07.691251] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-30T20:24:07.691282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-30T20:24:07.702148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-30T20:24:07.702449] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-30T20:24:07.703213] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-30T20:24:07.703265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:07.703296] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:07.703323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:07.703381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:07.760204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:07.760981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:07.761065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:07.761103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:07.879812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:07.879983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:07.880026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:07.880054] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:07.883346] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-30T20:24:07.883629] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-30T20:24:07.883750] [INFO ] [sig       ] HRZN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:08.028150] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HRZN.txt
[2025-12-30T20:24:08.028288] [INFO ] [sig       ] [1565/3539] Completed HRZN in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:08.028328] [INFO ] [sig       ] [1566/3539] Forecasting HSAI...
[2025-12-30T20:24:08.028356] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-30T20:24:08.028386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-30T20:24:08.041282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-30T20:24:08.041623] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-30T20:24:08.042409] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-30T20:24:08.042463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:08.042494] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:08.042522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:08.042595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:08.103458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:08.104210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:08.104312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:08.104348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:08.228837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:08.228998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:08.229041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:08.229069] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:08.232887] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-30T20:24:08.233163] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-30T20:24:08.233285] [INFO ] [sig       ] HSAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:08.378238] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HSAI.txt
[2025-12-30T20:24:08.378394] [INFO ] [sig       ] [1566/3539] Completed HSAI in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:08.378435] [INFO ] [sig       ] [1567/3539] Forecasting HSBC...
[2025-12-30T20:24:08.378465] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-30T20:24:08.378495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-30T20:24:08.389872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-30T20:24:08.390259] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-30T20:24:08.391077] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-30T20:24:08.391135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:08.391167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:08.391220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:08.391280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:08.450400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:08.451271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:08.451364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:08.451399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:08.572693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:08.572852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:08.572894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:08.572922] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:08.576228] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-30T20:24:08.576492] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-30T20:24:08.576629] [INFO ] [sig       ] HSBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:08.717806] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HSBC.txt
[2025-12-30T20:24:08.717948] [INFO ] [sig       ] [1567/3539] Completed HSBC in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:08.717989] [INFO ] [sig       ] [1568/3539] Forecasting HSCS...
[2025-12-30T20:24:08.718019] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-30T20:24:08.718049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-30T20:24:08.729392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-30T20:24:08.729712] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-30T20:24:08.730498] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-30T20:24:08.730550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:08.730600] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:08.730628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:08.730686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:08.788388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:08.789108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:08.789205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:08.789244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:08.902393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:08.902549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:08.902615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:08.902664] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:08.905983] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-30T20:24:08.906255] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-30T20:24:08.906376] [INFO ] [sig       ] HSCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:09.047511] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HSCS.txt
[2025-12-30T20:24:09.047672] [INFO ] [sig       ] [1568/3539] Completed HSCS in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:09.047715] [INFO ] [sig       ] [1569/3539] Forecasting HSHP...
[2025-12-30T20:24:09.047744] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-30T20:24:09.047775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-30T20:24:09.058606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-30T20:24:09.058909] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-30T20:24:09.059678] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-30T20:24:09.059730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:09.059761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:09.059789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:09.059845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:09.117320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:09.118017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:09.118099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:09.118138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:09.244039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:09.244193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:09.244237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:09.244266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:09.247952] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-30T20:24:09.248255] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-30T20:24:09.248391] [INFO ] [sig       ] HSHP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:09.392673] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HSHP.txt
[2025-12-30T20:24:09.392810] [INFO ] [sig       ] [1569/3539] Completed HSHP in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:09.392849] [INFO ] [sig       ] [1570/3539] Forecasting HSIC...
[2025-12-30T20:24:09.392882] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-30T20:24:09.392912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-30T20:24:09.404687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-30T20:24:09.404984] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-30T20:24:09.405784] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-30T20:24:09.405837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:09.405870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:09.405898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:09.405956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:09.465708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:09.466447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:09.466547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:09.466603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:09.588618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:09.588795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:09.588837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:09.588864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:09.592192] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-12-30T20:24:09.592458] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-30T20:24:09.592598] [INFO ] [sig       ] HSIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:09.733853] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HSIC.txt
[2025-12-30T20:24:09.734007] [INFO ] [sig       ] [1570/3539] Completed HSIC in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:09.734049] [INFO ] [sig       ] [1571/3539] Forecasting HSTM...
[2025-12-30T20:24:09.734079] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-30T20:24:09.734112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-30T20:24:09.745303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-30T20:24:09.745613] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-30T20:24:09.746398] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-30T20:24:09.746451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:09.746483] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:09.746510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:09.746585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:09.803679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:09.804342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:09.804421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:09.804454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:09.924118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:09.924264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:09.924303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:09.924331] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:09.927699] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-30T20:24:09.927965] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-30T20:24:09.928084] [INFO ] [sig       ] HSTM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:10.131374] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HSTM.txt
[2025-12-30T20:24:10.131544] [INFO ] [sig       ] [1571/3539] Completed HSTM in 0.4s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:10.131606] [INFO ] [sig       ] [1572/3539] Forecasting HSY...
[2025-12-30T20:24:10.131637] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-30T20:24:10.131680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-30T20:24:10.144142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-30T20:24:10.144509] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-30T20:24:10.145366] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-30T20:24:10.145422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:10.145456] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:10.145496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:10.145561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:10.205957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:10.206772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:10.206858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:10.206893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:10.325776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:10.325931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:10.325972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:10.326000] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:10.329412] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-30T20:24:10.329710] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-30T20:24:10.329838] [INFO ] [sig       ] HSY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:10.476135] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HSY.txt
[2025-12-30T20:24:10.476272] [INFO ] [sig       ] [1572/3539] Completed HSY in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:10.476311] [INFO ] [sig       ] [1573/3539] Forecasting HTBK...
[2025-12-30T20:24:10.476340] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-30T20:24:10.476369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-30T20:24:10.487293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-30T20:24:10.487644] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-30T20:24:10.488397] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-30T20:24:10.488449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:10.488480] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:10.488506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:10.488564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:10.547690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:10.548472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:10.548558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:10.548613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:10.669779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:10.669931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:10.669975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:10.670005] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:10.673484] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-30T20:24:10.673770] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-30T20:24:10.673895] [INFO ] [sig       ] HTBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:10.819438] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HTBK.txt
[2025-12-30T20:24:10.819593] [INFO ] [sig       ] [1573/3539] Completed HTBK in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:10.819636] [INFO ] [sig       ] [1574/3539] Forecasting HTD...
[2025-12-30T20:24:10.819664] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-30T20:24:10.819693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-30T20:24:10.831250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-30T20:24:10.831598] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-30T20:24:10.832396] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-30T20:24:10.832450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:10.832484] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:10.832514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:10.832591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:10.891992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:10.892784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:10.892868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:10.892902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:11.015764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:11.015937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:11.015981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:11.016011] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:11.019593] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-30T20:24:11.019873] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-30T20:24:11.020003] [INFO ] [sig       ] HTD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:11.163678] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HTD.txt
[2025-12-30T20:24:11.163819] [INFO ] [sig       ] [1574/3539] Completed HTD in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:11.163860] [INFO ] [sig       ] [1575/3539] Forecasting HTGC...
[2025-12-30T20:24:11.163890] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-30T20:24:11.163920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-30T20:24:11.175496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-30T20:24:11.175856] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-30T20:24:11.176703] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-30T20:24:11.176759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:11.176793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:11.176821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:11.176881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:11.236270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:11.237110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:11.237198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:11.237232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:11.362418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:11.362594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:11.362638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:11.362666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:11.365964] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-30T20:24:11.366232] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-30T20:24:11.366353] [INFO ] [sig       ] HTGC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:11.511106] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HTGC.txt
[2025-12-30T20:24:11.511249] [INFO ] [sig       ] [1575/3539] Completed HTGC in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:11.511291] [INFO ] [sig       ] [1576/3539] Forecasting HTH...
[2025-12-30T20:24:11.511323] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-30T20:24:11.511362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-30T20:24:11.523057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-30T20:24:11.523384] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-30T20:24:11.524201] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-30T20:24:11.524256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:11.524290] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:11.524319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:11.524378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:11.583748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:11.584540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:11.584644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:11.584680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:11.698318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:11.698474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:11.698517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:11.698555] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:11.702028] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-30T20:24:11.702309] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-30T20:24:11.702437] [INFO ] [sig       ] HTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:11.847686] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HTH.txt
[2025-12-30T20:24:11.847838] [INFO ] [sig       ] [1576/3539] Completed HTH in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:11.847879] [INFO ] [sig       ] [1577/3539] Forecasting HTLD...
[2025-12-30T20:24:11.847908] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-30T20:24:11.847938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-30T20:24:11.859315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-30T20:24:11.859684] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-30T20:24:11.860452] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-30T20:24:11.860504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:11.860535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:11.860562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:11.860645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:11.916499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:11.917216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:11.917341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:11.917388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:12.038382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:12.038545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:12.038608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:12.038639] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:12.042163] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-30T20:24:12.042452] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-30T20:24:12.042604] [INFO ] [sig       ] HTLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:12.194227] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HTLD.txt
[2025-12-30T20:24:12.194409] [INFO ] [sig       ] [1577/3539] Completed HTLD in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:12.194452] [INFO ] [sig       ] [1578/3539] Forecasting HTOO...
[2025-12-30T20:24:12.194482] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-30T20:24:12.194513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-30T20:24:12.206066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-30T20:24:12.206442] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-30T20:24:12.207242] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-30T20:24:12.207296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:12.207327] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:12.207353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:12.207411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:12.268833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:12.269740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:12.269826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:12.269861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:12.387261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:12.387389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:12.387427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:12.387455] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:12.390750] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-30T20:24:12.391018] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-30T20:24:12.391138] [INFO ] [sig       ] HTOO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:12.536897] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HTOO.txt
[2025-12-30T20:24:12.537020] [INFO ] [sig       ] [1578/3539] Completed HTOO in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-30T20:24:12.537061] [INFO ] [sig       ] [1579/3539] Forecasting HTZ...
[2025-12-30T20:24:12.537092] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-30T20:24:12.537124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-30T20:24:12.548029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-30T20:24:12.548293] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-30T20:24:12.549111] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-30T20:24:12.549165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:12.549197] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:12.549224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:12.549287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:12.610135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:12.610789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:12.610870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:12.610904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:12.730903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:12.731051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:12.731094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:12.731125] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:12.734545] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-30T20:24:12.734844] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-30T20:24:12.734972] [INFO ] [sig       ] HTZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:12.880987] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HTZ.txt
[2025-12-30T20:24:12.881106] [INFO ] [sig       ] [1579/3539] Completed HTZ in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-30T20:24:12.881144] [INFO ] [sig       ] [1580/3539] Forecasting HUBB...
[2025-12-30T20:24:12.881173] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-30T20:24:12.881203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-30T20:24:12.892457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-30T20:24:12.892748] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-30T20:24:12.893488] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-30T20:24:12.893540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:12.893592] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:12.893621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:12.893679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:12.950468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:12.951133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:12.951215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:12.951249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:13.063590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:13.063737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:13.063777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:13.063805] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:13.067078] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-12-30T20:24:13.067345] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-30T20:24:13.067466] [INFO ] [sig       ] HUBB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:13.211658] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HUBB.txt
[2025-12-30T20:24:13.211804] [INFO ] [sig       ] [1580/3539] Completed HUBB in 0.3s | 2.88 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-30T20:24:13.211844] [INFO ] [sig       ] [1581/3539] Forecasting HUBG...
[2025-12-30T20:24:13.211873] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-30T20:24:13.211904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-30T20:24:13.223043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-30T20:24:13.223316] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-30T20:24:13.224088] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-30T20:24:13.224140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:13.224172] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:13.224199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:13.224266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:13.283921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:13.284542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:13.284643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:13.284678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:13.405561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:13.405708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:13.405748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:13.405775] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:13.409457] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-30T20:24:13.409778] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-30T20:24:13.409914] [INFO ] [sig       ] HUBG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:13.552854] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HUBG.txt
[2025-12-30T20:24:13.552974] [INFO ] [sig       ] [1581/3539] Completed HUBG in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:13.553014] [INFO ] [sig       ] [1582/3539] Forecasting HUBS...
[2025-12-30T20:24:13.553043] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-30T20:24:13.553074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-30T20:24:13.565157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-30T20:24:13.565448] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-30T20:24:13.566235] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-30T20:24:13.566287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:13.566319] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:13.566346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:13.566404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:13.624495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:13.625161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:13.625249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:13.625282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:13.748350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:13.748501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:13.748542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:13.748588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:13.751995] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-30T20:24:13.752269] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-30T20:24:13.752396] [INFO ] [sig       ] HUBS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:13.892708] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HUBS.txt
[2025-12-30T20:24:13.892835] [INFO ] [sig       ] [1582/3539] Completed HUBS in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:13.892873] [INFO ] [sig       ] [1583/3539] Forecasting HUM...
[2025-12-30T20:24:13.892902] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-30T20:24:13.892933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-30T20:24:13.903954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-30T20:24:13.904220] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-30T20:24:13.904982] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-30T20:24:13.905033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:13.905065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:13.905091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:13.905158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:13.962264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:13.962883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:13.962962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:13.962994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:14.083002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:14.083157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:14.083197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:14.083226] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:14.086508] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-30T20:24:14.086801] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-30T20:24:14.086922] [INFO ] [sig       ] HUM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:14.236212] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HUM.txt
[2025-12-30T20:24:14.236344] [INFO ] [sig       ] [1583/3539] Completed HUM in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:14.236385] [INFO ] [sig       ] [1584/3539] Forecasting HUMA...
[2025-12-30T20:24:14.236414] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-30T20:24:14.236443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-30T20:24:14.248632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-30T20:24:14.248962] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-30T20:24:14.249764] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-30T20:24:14.249819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:14.249878] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:14.249908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:14.249969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:14.310808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:14.311591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:14.311691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:14.311727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:14.434085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:14.434218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:14.434258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:14.434285] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:14.437523] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-30T20:24:14.437807] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-30T20:24:14.437927] [INFO ] [sig       ] HUMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:14.584831] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HUMA.txt
[2025-12-30T20:24:14.584946] [INFO ] [sig       ] [1584/3539] Completed HUMA in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:14.584984] [INFO ] [sig       ] [1585/3539] Forecasting HUN...
[2025-12-30T20:24:14.585013] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-30T20:24:14.585043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-30T20:24:14.596305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-30T20:24:14.596588] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-30T20:24:14.597338] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-30T20:24:14.597401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:14.597434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:14.597460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:14.597518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:14.654858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:14.655445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:14.655522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:14.655555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:14.773117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:14.773273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:14.773314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:14.773342] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:14.776691] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-30T20:24:14.776956] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-30T20:24:14.777075] [INFO ] [sig       ] HUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:14.921075] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HUN.txt
[2025-12-30T20:24:14.921197] [INFO ] [sig       ] [1585/3539] Completed HUN in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:14.921234] [INFO ] [sig       ] [1586/3539] Forecasting HURC...
[2025-12-30T20:24:14.921264] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-30T20:24:14.921297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-30T20:24:14.933028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-30T20:24:14.933347] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-30T20:24:14.934121] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-30T20:24:14.934174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:14.934205] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:14.934231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:14.934289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:14.991553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:14.992352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:14.992455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:14.992489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:15.099916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:15.100060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:15.100098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:15.100126] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:15.103395] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-30T20:24:15.103680] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-30T20:24:15.103800] [INFO ] [sig       ] HURC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:15.251560] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HURC.txt
[2025-12-30T20:24:15.251705] [INFO ] [sig       ] [1586/3539] Completed HURC in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:15.251747] [INFO ] [sig       ] [1587/3539] Forecasting HURN...
[2025-12-30T20:24:15.251780] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-30T20:24:15.251812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-30T20:24:15.264211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-30T20:24:15.264506] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-30T20:24:15.265320] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-30T20:24:15.265387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:15.265427] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:15.265461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:15.265523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:15.325764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:15.326468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:15.326550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:15.326604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:15.442370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:15.442498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:15.442535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:15.442612] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:15.445870] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-30T20:24:15.446137] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-30T20:24:15.446260] [INFO ] [sig       ] HURN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:15.591595] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HURN.txt
[2025-12-30T20:24:15.591736] [INFO ] [sig       ] [1587/3539] Completed HURN in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:15.591794] [INFO ] [sig       ] [1588/3539] Forecasting HUYA...
[2025-12-30T20:24:15.591825] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-30T20:24:15.591855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-30T20:24:15.604062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-30T20:24:15.604373] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-30T20:24:15.605337] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-30T20:24:15.605392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:15.605424] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:15.605450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:15.605507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:15.662100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:15.662741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:15.662835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:15.662869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:15.785527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:15.785680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:15.785721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:15.785750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:15.789190] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-30T20:24:15.789503] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-30T20:24:15.789662] [INFO ] [sig       ] HUYA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:15.928049] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HUYA.txt
[2025-12-30T20:24:15.928187] [INFO ] [sig       ] [1588/3539] Completed HUYA in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:15.928227] [INFO ] [sig       ] [1589/3539] Forecasting HWC...
[2025-12-30T20:24:15.928255] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-30T20:24:15.928285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-30T20:24:15.941009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-30T20:24:15.941487] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-30T20:24:15.942418] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-30T20:24:15.942474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:15.942507] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:15.942534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:15.942611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:16.005838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:16.006810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:16.006905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:16.006939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:16.146857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:16.147018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:16.147062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:16.147093] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:16.150560] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-30T20:24:16.150850] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-30T20:24:16.150976] [INFO ] [sig       ] HWC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:16.291704] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HWC.txt
[2025-12-30T20:24:16.291858] [INFO ] [sig       ] [1589/3539] Completed HWC in 0.4s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:16.291899] [INFO ] [sig       ] [1590/3539] Forecasting HWH...
[2025-12-30T20:24:16.291928] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-30T20:24:16.291959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-30T20:24:16.303850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-30T20:24:16.304155] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-30T20:24:16.304960] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-30T20:24:16.305018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:16.305051] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:16.305078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:16.305136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:16.364736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:16.365361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:16.365446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:16.365481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:16.487634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:16.487757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:16.487797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:16.487827] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:16.491104] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-30T20:24:16.491400] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-30T20:24:16.491528] [INFO ] [sig       ] HWH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:16.633461] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HWH.txt
[2025-12-30T20:24:16.633591] [INFO ] [sig       ] [1590/3539] Completed HWH in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:16.633631] [INFO ] [sig       ] [1591/3539] Forecasting HWKN...
[2025-12-30T20:24:16.633659] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-30T20:24:16.633688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-30T20:24:16.645688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-30T20:24:16.646006] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-30T20:24:16.646814] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-30T20:24:16.646866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:16.646897] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:16.646923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:16.646980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:16.703004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:16.703654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:16.703737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:16.703768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:16.820016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:16.820159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:16.820200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:16.820227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:16.823513] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-12-30T20:24:16.823807] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-30T20:24:16.823931] [INFO ] [sig       ] HWKN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:16.961876] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HWKN.txt
[2025-12-30T20:24:16.962001] [INFO ] [sig       ] [1591/3539] Completed HWKN in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:16.962041] [INFO ] [sig       ] [1592/3539] Forecasting HWM...
[2025-12-30T20:24:16.962069] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-30T20:24:16.962098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-30T20:24:16.973644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-30T20:24:16.973923] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-30T20:24:16.974714] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-30T20:24:16.974766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:16.974797] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:16.974823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:16.974880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:17.032218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:17.033010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:17.033094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:17.033126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:17.148619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:17.148786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:17.148843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:17.148874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:17.152208] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-30T20:24:17.152480] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-30T20:24:17.152619] [INFO ] [sig       ] HWM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:17.290316] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HWM.txt
[2025-12-30T20:24:17.290453] [INFO ] [sig       ] [1592/3539] Completed HWM in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:17.290492] [INFO ] [sig       ] [1593/3539] Forecasting HXL...
[2025-12-30T20:24:17.290522] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-30T20:24:17.290553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-30T20:24:17.302252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-30T20:24:17.302535] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-30T20:24:17.303309] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-30T20:24:17.303360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:17.303391] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:17.303417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:17.303473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:17.359554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:17.360176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:17.360266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:17.360297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:17.483814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:17.483969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:17.484008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:17.484035] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:17.487353] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-30T20:24:17.487643] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-30T20:24:17.487765] [INFO ] [sig       ] HXL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:17.631356] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HXL.txt
[2025-12-30T20:24:17.631519] [INFO ] [sig       ] [1593/3539] Completed HXL in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:17.631596] [INFO ] [sig       ] [1594/3539] Forecasting HY...
[2025-12-30T20:24:17.631630] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-30T20:24:17.631661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-30T20:24:17.643090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-30T20:24:17.643432] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-30T20:24:17.644224] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-30T20:24:17.644277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:17.644308] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:17.644336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:17.644416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:17.701097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:17.701983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:17.702123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:17.702159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:17.820832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:17.820991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:17.821033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:17.821060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:17.824394] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-30T20:24:17.824683] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-30T20:24:17.824811] [INFO ] [sig       ] HY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:17.964316] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HY.txt
[2025-12-30T20:24:17.964478] [INFO ] [sig       ] [1594/3539] Completed HY in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-30T20:24:17.964519] [INFO ] [sig       ] [1595/3539] Forecasting HYFM...
[2025-12-30T20:24:17.964548] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-30T20:24:17.964602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-30T20:24:17.975830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-30T20:24:17.976154] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-30T20:24:17.976944] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-30T20:24:17.976996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:17.977027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:17.977053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:17.977110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:18.035981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:18.036875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:18.036963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:18.036998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:18.153197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:18.153364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:18.153407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:18.153435] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:18.157311] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2025-12-30T20:24:18.157642] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-30T20:24:18.157782] [INFO ] [sig       ] HYFM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:18.299959] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HYFM.txt
[2025-12-30T20:24:18.300088] [INFO ] [sig       ] [1595/3539] Completed HYFM in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-30T20:24:18.300127] [INFO ] [sig       ] [1596/3539] Forecasting HYI...
[2025-12-30T20:24:18.300158] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-30T20:24:18.300188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-30T20:24:18.311682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-30T20:24:18.311951] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-30T20:24:18.312732] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-30T20:24:18.312784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:18.312826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:18.312854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:18.312911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:18.369066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:18.369673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:18.369752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:18.369784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:18.485209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:18.485346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:18.485386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:18.485414] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:18.488674] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-30T20:24:18.488958] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-30T20:24:18.489079] [INFO ] [sig       ] HYI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:18.631232] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HYI.txt
[2025-12-30T20:24:18.631373] [INFO ] [sig       ] [1596/3539] Completed HYI in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-30T20:24:18.631422] [INFO ] [sig       ] [1597/3539] Forecasting HYLS...
[2025-12-30T20:24:18.631453] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-30T20:24:18.631482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-30T20:24:18.642978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-30T20:24:18.643272] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-30T20:24:18.644090] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-30T20:24:18.644144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:18.644176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:18.644203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:18.644261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:18.702727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:18.703352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:18.703468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:18.703504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:18.819253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:18.819375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:18.819418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:18.819447] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:18.822721] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-30T20:24:18.822988] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-30T20:24:18.823105] [INFO ] [sig       ] HYLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:18.962388] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HYLS.txt
[2025-12-30T20:24:18.962533] [INFO ] [sig       ] [1597/3539] Completed HYLS in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-30T20:24:18.962587] [INFO ] [sig       ] [1598/3539] Forecasting HYMC...
[2025-12-30T20:24:18.962625] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-30T20:24:18.962655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-30T20:24:18.973687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-30T20:24:18.973984] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-30T20:24:18.974754] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-30T20:24:18.974806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:18.974837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:18.974864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:18.974921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:19.031689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:19.032405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:19.032486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:19.032518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:19.148545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:19.148691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:19.148740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:19.148769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:19.152071] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-30T20:24:19.152346] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-30T20:24:19.152471] [INFO ] [sig       ] HYMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:19.292926] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HYMC.txt
[2025-12-30T20:24:19.293055] [INFO ] [sig       ] [1598/3539] Completed HYMC in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-30T20:24:19.293096] [INFO ] [sig       ] [1599/3539] Forecasting HYXF...
[2025-12-30T20:24:19.293128] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-30T20:24:19.293159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-30T20:24:19.304085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-30T20:24:19.304386] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-30T20:24:19.305205] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-30T20:24:19.305259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:19.305290] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:19.305317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:19.305374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:19.362135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:19.362773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:19.362850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:19.362882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:19.471520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:19.471665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:19.471705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:19.471732] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:19.474907] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=57.69%)
[2025-12-30T20:24:19.475167] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-30T20:24:19.475285] [INFO ] [sig       ] HYXF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:19.617783] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HYXF.txt
[2025-12-30T20:24:19.617918] [INFO ] [sig       ] [1599/3539] Completed HYXF in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:19.617964] [INFO ] [sig       ] [1600/3539] Forecasting HYZD...
[2025-12-30T20:24:19.618001] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-30T20:24:19.618033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-30T20:24:19.628779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-30T20:24:19.629053] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-30T20:24:19.629859] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-30T20:24:19.629911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:19.629952] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:19.629980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:19.630038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:19.687719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:19.688324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:19.688427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:19.688461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:19.806678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:19.806823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:19.806863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:19.806893] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:19.810195] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-30T20:24:19.810463] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-30T20:24:19.810604] [INFO ] [sig       ] HYZD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:19.950809] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/HYZD.txt
[2025-12-30T20:24:19.950933] [INFO ] [sig       ] [1600/3539] Completed HYZD in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:19.950973] [INFO ] [sig       ] [1601/3539] Forecasting HZO...
[2025-12-30T20:24:19.951003] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-30T20:24:19.951033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-30T20:24:19.963062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-30T20:24:19.963361] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-30T20:24:19.964146] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-30T20:24:19.964199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:19.964253] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:19.964281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:19.964339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:20.022400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:20.023213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:20.023301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:20.023335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:20.142144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:20.142294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:20.142335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:20.142365] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:20.145761] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-12-30T20:24:20.146037] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-30T20:24:20.146160] [INFO ] [sig       ] HZO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:20.285843] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/HZO.txt
[2025-12-30T20:24:20.285974] [INFO ] [sig       ] [1601/3539] Completed HZO in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:20.286019] [INFO ] [sig       ] [1602/3539] Forecasting IAC...
[2025-12-30T20:24:20.286049] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-30T20:24:20.286079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-30T20:24:20.297320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-30T20:24:20.297632] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-30T20:24:20.298393] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-30T20:24:20.298446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:20.298476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:20.298503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:20.298561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:20.360057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:20.360847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:20.360931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:20.360964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:20.483136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:20.483287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:20.483329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:20.483356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:20.486689] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-30T20:24:20.486959] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-30T20:24:20.487078] [INFO ] [sig       ] IAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:20.627235] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IAC.txt
[2025-12-30T20:24:20.627390] [INFO ] [sig       ] [1602/3539] Completed IAC in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:20.627431] [INFO ] [sig       ] [1603/3539] Forecasting IAE...
[2025-12-30T20:24:20.627460] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-30T20:24:20.627490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-30T20:24:20.638546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-30T20:24:20.638952] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-30T20:24:20.639744] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-30T20:24:20.639797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:20.639829] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:20.639856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:20.639912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:20.697807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:20.698685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:20.698796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:20.698829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:20.811741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:20.811899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:20.811941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:20.811985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:20.815312] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2025-12-30T20:24:20.815615] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-30T20:24:20.815743] [INFO ] [sig       ] IAE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:20.958883] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IAE.txt
[2025-12-30T20:24:20.959036] [INFO ] [sig       ] [1603/3539] Completed IAE in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:20.959076] [INFO ] [sig       ] [1604/3539] Forecasting IAG...
[2025-12-30T20:24:20.959105] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-30T20:24:20.959136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-30T20:24:20.972410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-30T20:24:20.972829] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-30T20:24:20.973697] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-30T20:24:20.973752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:20.973785] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:20.973813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:20.973871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:21.034955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:21.035912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:21.035999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:21.036032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:21.159481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:21.159663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:21.159706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:21.159734] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:21.163151] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-30T20:24:21.163442] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-30T20:24:21.163590] [INFO ] [sig       ] IAG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:21.303023] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IAG.txt
[2025-12-30T20:24:21.303151] [INFO ] [sig       ] [1604/3539] Completed IAG in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:21.303191] [INFO ] [sig       ] [1605/3539] Forecasting IBB...
[2025-12-30T20:24:21.303220] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-30T20:24:21.303249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-30T20:24:21.315411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-30T20:24:21.315735] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-30T20:24:21.316509] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-30T20:24:21.316566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:21.316624] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:21.316654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:21.316714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:21.373019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:21.373628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:21.373707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:21.373751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:21.494134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:21.494289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:21.494330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:21.494358] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:21.497665] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-30T20:24:21.497940] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-30T20:24:21.498058] [INFO ] [sig       ] IBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:21.637027] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBB.txt
[2025-12-30T20:24:21.637142] [INFO ] [sig       ] [1605/3539] Completed IBB in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:21.637181] [INFO ] [sig       ] [1606/3539] Forecasting IBBQ...
[2025-12-30T20:24:21.637209] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-30T20:24:21.637239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-30T20:24:21.648139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-30T20:24:21.648423] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-30T20:24:21.649252] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-30T20:24:21.649305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:21.649337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:21.649365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:21.649424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:21.706542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:21.707332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:21.707416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:21.707450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:21.814527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:21.814694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:21.814769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:21.814813] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:21.818504] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-30T20:24:21.818839] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-30T20:24:21.818978] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:21.957694] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBBQ.txt
[2025-12-30T20:24:21.957853] [INFO ] [sig       ] [1606/3539] Completed IBBQ in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:21.957893] [INFO ] [sig       ] [1607/3539] Forecasting IBCP...
[2025-12-30T20:24:21.957925] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-30T20:24:21.957964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-30T20:24:21.969837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-30T20:24:21.970157] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-30T20:24:21.970932] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-30T20:24:21.970983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:21.971013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:21.971050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:21.971108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:22.027158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:22.027995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:22.028079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:22.028112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:22.140780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:22.140928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:22.140968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:22.140996] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:22.144287] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-30T20:24:22.144551] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-30T20:24:22.144685] [INFO ] [sig       ] IBCP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:22.282937] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBCP.txt
[2025-12-30T20:24:22.283062] [INFO ] [sig       ] [1607/3539] Completed IBCP in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:22.283101] [INFO ] [sig       ] [1608/3539] Forecasting IBEX...
[2025-12-30T20:24:22.283130] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-30T20:24:22.283160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-30T20:24:22.294713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-30T20:24:22.295015] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-30T20:24:22.295823] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-30T20:24:22.295876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:22.295908] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:22.295934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:22.295992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:22.353545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:22.354398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:22.354491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:22.354530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:22.479326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:22.479519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:22.479588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:22.479621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:22.483158] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-30T20:24:22.483450] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-30T20:24:22.483602] [INFO ] [sig       ] IBEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:22.623170] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBEX.txt
[2025-12-30T20:24:22.623304] [INFO ] [sig       ] [1608/3539] Completed IBEX in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:22.623343] [INFO ] [sig       ] [1609/3539] Forecasting IBM...
[2025-12-30T20:24:22.623372] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-30T20:24:22.623401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-30T20:24:22.634886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-30T20:24:22.635188] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-30T20:24:22.636017] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-30T20:24:22.636070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:22.636101] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:22.636127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:22.636184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:22.693298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:22.693962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:22.694041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:22.694074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:22.814342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:22.814491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:22.814554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:22.814601] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:22.817947] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-12-30T20:24:22.818212] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-30T20:24:22.818334] [INFO ] [sig       ] IBM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:22.958746] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBM.txt
[2025-12-30T20:24:22.958870] [INFO ] [sig       ] [1609/3539] Completed IBM in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:22.958908] [INFO ] [sig       ] [1610/3539] Forecasting IBN...
[2025-12-30T20:24:22.958937] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-30T20:24:22.958966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-30T20:24:22.970790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-30T20:24:22.971082] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-30T20:24:22.971851] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-30T20:24:22.971902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:22.971933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:22.971959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:22.972015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:23.028824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:23.029489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:23.029593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:23.029629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:23.147781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:23.147938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:23.147980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:23.148008] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:23.151336] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-30T20:24:23.151650] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-30T20:24:23.151777] [INFO ] [sig       ] IBN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:23.292049] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBN.txt
[2025-12-30T20:24:23.292207] [INFO ] [sig       ] [1610/3539] Completed IBN in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:23.292247] [INFO ] [sig       ] [1611/3539] Forecasting IBOC...
[2025-12-30T20:24:23.292277] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-30T20:24:23.292321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-30T20:24:23.303696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-30T20:24:23.304039] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-30T20:24:23.304827] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-30T20:24:23.304878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:23.304909] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:23.304936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:23.304993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:23.361762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:23.362653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:23.362773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:23.362806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:23.475861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:23.476014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:23.476057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:23.476085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:23.482898] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-30T20:24:23.483203] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-30T20:24:23.483335] [INFO ] [sig       ] IBOC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:23.623066] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBOC.txt
[2025-12-30T20:24:23.623213] [INFO ] [sig       ] [1611/3539] Completed IBOC in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-30T20:24:23.623254] [INFO ] [sig       ] [1612/3539] Forecasting IBP...
[2025-12-30T20:24:23.623284] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-30T20:24:23.623314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-30T20:24:23.635247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-30T20:24:23.635524] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-30T20:24:23.636308] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-30T20:24:23.636360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:23.636391] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:23.636418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:23.636475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:23.693005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:23.693673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:23.693755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:23.693788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:23.815932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:23.816056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:23.816095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:23.816123] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:23.819419] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-30T20:24:23.819749] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-30T20:24:23.819872] [INFO ] [sig       ] IBP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:23.958878] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBP.txt
[2025-12-30T20:24:23.958998] [INFO ] [sig       ] [1612/3539] Completed IBP in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-30T20:24:23.959040] [INFO ] [sig       ] [1613/3539] Forecasting IBRX...
[2025-12-30T20:24:23.959068] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-30T20:24:23.959098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-30T20:24:23.970475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-30T20:24:23.970800] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-30T20:24:23.971550] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-30T20:24:23.971619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:23.971650] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:23.971676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:23.971738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:24.029111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:24.029841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:24.029927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:24.029961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:24.149089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:24.149212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:24.149250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:24.149278] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:24.152473] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-30T20:24:24.152757] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-30T20:24:24.152882] [INFO ] [sig       ] IBRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:24.291855] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBRX.txt
[2025-12-30T20:24:24.291977] [INFO ] [sig       ] [1613/3539] Completed IBRX in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-30T20:24:24.292015] [INFO ] [sig       ] [1614/3539] Forecasting IBTG...
[2025-12-30T20:24:24.292044] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-30T20:24:24.292074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-30T20:24:24.304062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-30T20:24:24.304404] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-30T20:24:24.305208] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-30T20:24:24.305261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:24.305293] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:24.305318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:24.305375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:24.362058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:24.362926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:24.363012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:24.363044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:24.477627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:24.477789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:24.477831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:24.477860] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:24.481215] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-30T20:24:24.481485] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-30T20:24:24.481631] [INFO ] [sig       ] IBTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:24.621901] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBTG.txt
[2025-12-30T20:24:24.622041] [INFO ] [sig       ] [1614/3539] Completed IBTG in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-30T20:24:24.622081] [INFO ] [sig       ] [1615/3539] Forecasting IBTH...
[2025-12-30T20:24:24.622109] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-30T20:24:24.622140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-30T20:24:24.634533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-30T20:24:24.634881] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-30T20:24:24.635697] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-30T20:24:24.635749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:24.635781] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:24.635806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:24.635863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:24.692185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:24.693201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:24.693286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:24.693318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:24.813852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:24.814033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:24.814075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:24.814103] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:24.817747] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-30T20:24:24.818048] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-30T20:24:24.818180] [INFO ] [sig       ] IBTH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:24.958459] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBTH.txt
[2025-12-30T20:24:24.958653] [INFO ] [sig       ] [1615/3539] Completed IBTH in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-30T20:24:24.958696] [INFO ] [sig       ] [1616/3539] Forecasting IBTI...
[2025-12-30T20:24:24.958752] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-30T20:24:24.958786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-30T20:24:24.970889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-30T20:24:24.971204] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-30T20:24:24.971986] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-30T20:24:24.972038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:24.972069] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:24.972096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:24.972152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:25.028782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:25.029632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:25.029715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:25.029747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:25.147976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:25.148087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:25.148122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:25.148150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:25.151178] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-30T20:24:25.151434] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-30T20:24:25.151551] [INFO ] [sig       ] IBTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:25.291598] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBTI.txt
[2025-12-30T20:24:25.291719] [INFO ] [sig       ] [1616/3539] Completed IBTI in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-30T20:24:25.291757] [INFO ] [sig       ] [1617/3539] Forecasting IBTJ...
[2025-12-30T20:24:25.291786] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-30T20:24:25.291816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-30T20:24:25.303049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-30T20:24:25.303314] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-30T20:24:25.304076] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-30T20:24:25.304128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:25.304160] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:25.304186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:25.304243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:25.361169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:25.361792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:25.361873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:25.361906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:25.480528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:25.480711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:25.480752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:25.480781] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:25.484065] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-30T20:24:25.484326] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-30T20:24:25.484447] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:25.629182] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBTJ.txt
[2025-12-30T20:24:25.629349] [INFO ] [sig       ] [1617/3539] Completed IBTJ in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:25.629390] [INFO ] [sig       ] [1618/3539] Forecasting IBTK...
[2025-12-30T20:24:25.629420] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-30T20:24:25.629451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-30T20:24:25.641770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-30T20:24:25.642028] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-30T20:24:25.642819] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-30T20:24:25.642871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:25.642925] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:25.642953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:25.643011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:25.701523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:25.702309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:25.702393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:25.702427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:25.819977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:25.820144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:25.820185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:25.820213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:25.823530] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-30T20:24:25.823847] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-30T20:24:25.823972] [INFO ] [sig       ] IBTK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:25.963638] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBTK.txt
[2025-12-30T20:24:25.963752] [INFO ] [sig       ] [1618/3539] Completed IBTK in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:25.963791] [INFO ] [sig       ] [1619/3539] Forecasting IBTL...
[2025-12-30T20:24:25.963820] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-30T20:24:25.963850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-30T20:24:25.976124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-30T20:24:25.976463] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-30T20:24:25.977272] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-30T20:24:25.977324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:25.977356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:25.977381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:25.977437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:26.035467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:26.036204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:26.036292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:26.036324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:26.153502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:26.153687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:26.153733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:26.153761] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:26.157316] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-30T20:24:26.157621] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-30T20:24:26.157752] [INFO ] [sig       ] IBTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:26.295982] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBTL.txt
[2025-12-30T20:24:26.296111] [INFO ] [sig       ] [1619/3539] Completed IBTL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:26.296149] [INFO ] [sig       ] [1620/3539] Forecasting IBTM...
[2025-12-30T20:24:26.296179] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-30T20:24:26.296209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-30T20:24:26.308249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-30T20:24:26.308591] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-30T20:24:26.309410] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-30T20:24:26.309473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:26.309509] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:26.309542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:26.309634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:26.367356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:26.368296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:26.368385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:26.368417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:26.485068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:26.485206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:26.485248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:26.485275] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:26.488562] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-12-30T20:24:26.488876] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-30T20:24:26.489003] [INFO ] [sig       ] IBTM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:26.636150] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IBTM.txt
[2025-12-30T20:24:26.636313] [INFO ] [sig       ] [1620/3539] Completed IBTM in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:26.636371] [INFO ] [sig       ] [1621/3539] Forecasting IBTO...
[2025-12-30T20:24:26.636423] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-30T20:24:26.636472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-30T20:24:26.649335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-30T20:24:26.649652] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-30T20:24:26.650451] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-30T20:24:26.650505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:26.650538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:26.650566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:26.650649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:26.711443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:26.712353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:26.712441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:26.712475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:26.829645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:26.829815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:26.829858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:26.829923] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:26.833402] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-30T20:24:26.833707] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-30T20:24:26.833834] [INFO ] [sig       ] IBTO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:26.983151] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IBTO.txt
[2025-12-30T20:24:26.983278] [INFO ] [sig       ] [1621/3539] Completed IBTO in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:26.983317] [INFO ] [sig       ] [1622/3539] Forecasting ICE...
[2025-12-30T20:24:26.983345] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-30T20:24:26.983376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-30T20:24:26.995540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-30T20:24:26.995906] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-30T20:24:26.996738] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-30T20:24:26.996790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:26.996822] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:26.996849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:26.996905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:27.053067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:27.053729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:27.053828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:27.053862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:27.171527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:27.171674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:27.171719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:27.171746] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:27.174838] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=59.98%)
[2025-12-30T20:24:27.175100] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-30T20:24:27.175221] [INFO ] [sig       ] ICE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:27.316008] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ICE.txt
[2025-12-30T20:24:27.316166] [INFO ] [sig       ] [1622/3539] Completed ICE in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:27.316207] [INFO ] [sig       ] [1623/3539] Forecasting ICFI...
[2025-12-30T20:24:27.316236] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-30T20:24:27.316266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-30T20:24:27.328757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-30T20:24:27.329128] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-30T20:24:27.330102] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-30T20:24:27.330154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:27.330184] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:27.330210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:27.330267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:27.387907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:27.388831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:27.388922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:27.388954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:27.508841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:27.509004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:27.509046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:27.509075] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:27.512438] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-30T20:24:27.512745] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-30T20:24:27.512872] [INFO ] [sig       ] ICFI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:27.660493] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ICFI.txt
[2025-12-30T20:24:27.660678] [INFO ] [sig       ] [1623/3539] Completed ICFI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:27.660727] [INFO ] [sig       ] [1624/3539] Forecasting ICL...
[2025-12-30T20:24:27.660944] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-30T20:24:27.660975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-30T20:24:27.673060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-30T20:24:27.673309] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-30T20:24:27.674092] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-30T20:24:27.674143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:27.674174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:27.674200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:27.674257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:27.731094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:27.731841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:27.731932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:27.731964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:27.855246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:27.855384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:27.855420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:27.855448] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:27.858671] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-30T20:24:27.858953] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-30T20:24:27.859072] [INFO ] [sig       ] ICL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:27.997484] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ICL.txt
[2025-12-30T20:24:27.997615] [INFO ] [sig       ] [1624/3539] Completed ICL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:27.997655] [INFO ] [sig       ] [1625/3539] Forecasting ICLN...
[2025-12-30T20:24:27.997684] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-30T20:24:27.997713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-30T20:24:28.009285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-30T20:24:28.009543] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-30T20:24:28.010304] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-30T20:24:28.010356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:28.010387] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:28.010413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:28.010473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:28.066967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:28.067549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:28.067647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:28.067679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:28.188865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:28.189003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:28.189041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:28.189069] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:28.192451] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-30T20:24:28.192751] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-30T20:24:28.192874] [INFO ] [sig       ] ICLN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:28.335423] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ICLN.txt
[2025-12-30T20:24:28.335558] [INFO ] [sig       ] [1625/3539] Completed ICLN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:28.335636] [INFO ] [sig       ] [1626/3539] Forecasting ICMB...
[2025-12-30T20:24:28.335667] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-30T20:24:28.335697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-30T20:24:28.347255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-30T20:24:28.347512] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-30T20:24:28.348283] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-30T20:24:28.348336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:28.348367] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:28.348393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:28.348450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:28.405095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:28.405949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:28.406034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:28.406066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:28.515851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:28.516010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:28.516052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:28.516081] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:28.519452] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-30T20:24:28.519750] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-30T20:24:28.519875] [INFO ] [sig       ] ICMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:28.664899] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ICMB.txt
[2025-12-30T20:24:28.665062] [INFO ] [sig       ] [1626/3539] Completed ICMB in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:28.665105] [INFO ] [sig       ] [1627/3539] Forecasting ICOP...
[2025-12-30T20:24:28.665139] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-30T20:24:28.665180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-30T20:24:28.676308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-30T20:24:28.676682] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-30T20:24:28.677453] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-30T20:24:28.677506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:28.677541] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:28.677589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:28.677653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:28.735252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:28.736110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:28.736195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:28.736229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:28.849545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:28.849725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:28.849784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:28.849814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:28.853105] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-12-30T20:24:28.853374] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-30T20:24:28.853494] [INFO ] [sig       ] ICOP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:28.994853] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ICOP.txt
[2025-12-30T20:24:28.995009] [INFO ] [sig       ] [1627/3539] Completed ICOP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:28.995050] [INFO ] [sig       ] [1628/3539] Forecasting ICUI...
[2025-12-30T20:24:28.995080] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-30T20:24:28.995110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-30T20:24:29.006567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-30T20:24:29.006982] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-30T20:24:29.007818] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-30T20:24:29.007872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:29.007903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:29.007929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:29.007987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:29.068922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:29.069900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:29.070028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:29.070063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:29.189485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:29.189684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:29.189735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:29.189767] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:29.193293] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-30T20:24:29.193632] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-30T20:24:29.193769] [INFO ] [sig       ] ICUI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:29.341003] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ICUI.txt
[2025-12-30T20:24:29.341131] [INFO ] [sig       ] [1628/3539] Completed ICUI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-30T20:24:29.341170] [INFO ] [sig       ] [1629/3539] Forecasting IDA...
[2025-12-30T20:24:29.341200] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-30T20:24:29.341243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-30T20:24:29.352530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-30T20:24:29.352835] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-30T20:24:29.353624] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-30T20:24:29.353676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:29.353707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:29.353734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:29.353802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:29.410602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:29.411197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:29.411275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:29.411307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:29.529299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:29.529455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:29.529495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:29.529523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:29.532848] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-12-30T20:24:29.533111] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-30T20:24:29.533231] [INFO ] [sig       ] IDA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:29.673734] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IDA.txt
[2025-12-30T20:24:29.673865] [INFO ] [sig       ] [1629/3539] Completed IDA in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:29.673905] [INFO ] [sig       ] [1630/3539] Forecasting IDAI...
[2025-12-30T20:24:29.673933] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-30T20:24:29.673962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-30T20:24:29.685634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-30T20:24:29.685998] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-30T20:24:29.686844] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-30T20:24:29.686900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:29.686934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:29.686963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:29.687023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:29.745876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:29.746591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:29.746676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:29.746710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:29.864640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:29.864801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:29.864846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:29.864873] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:29.868175] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-30T20:24:29.868439] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-30T20:24:29.868562] [INFO ] [sig       ] IDAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:30.010741] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IDAI.txt
[2025-12-30T20:24:30.010902] [INFO ] [sig       ] [1630/3539] Completed IDAI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:30.010944] [INFO ] [sig       ] [1631/3539] Forecasting IDCC...
[2025-12-30T20:24:30.010978] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-30T20:24:30.011010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-30T20:24:30.022236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-30T20:24:30.022525] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-30T20:24:30.023310] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-30T20:24:30.023362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:30.023403] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:30.023431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:30.023490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:30.084139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:30.085060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:30.085149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:30.085183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:30.205127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:30.205280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:30.205322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:30.205351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:30.208742] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-30T20:24:30.209020] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-30T20:24:30.209150] [INFO ] [sig       ] IDCC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:30.350187] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IDCC.txt
[2025-12-30T20:24:30.350352] [INFO ] [sig       ] [1631/3539] Completed IDCC in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:30.350392] [INFO ] [sig       ] [1632/3539] Forecasting IDE...
[2025-12-30T20:24:30.350423] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-30T20:24:30.350453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-30T20:24:30.361662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-30T20:24:30.361918] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-30T20:24:30.362695] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-30T20:24:30.362746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:30.362777] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:30.362803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:30.362860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:30.421493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:30.422162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:30.422244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:30.422277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:30.545605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:30.545778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:30.545825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:30.545856] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:30.549358] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-30T20:24:30.549675] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-30T20:24:30.549824] [INFO ] [sig       ] IDE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:30.701650] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IDE.txt
[2025-12-30T20:24:30.701790] [INFO ] [sig       ] [1632/3539] Completed IDE in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:30.701854] [INFO ] [sig       ] [1633/3539] Forecasting IDN...
[2025-12-30T20:24:30.701889] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-30T20:24:30.701921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-30T20:24:30.713363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-30T20:24:30.713678] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-30T20:24:30.714492] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-30T20:24:30.714547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:30.714602] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:30.714633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:30.714692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:30.774902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:30.775608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:30.775698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:30.775752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:30.895203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:30.895355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:30.895396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:30.895424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:30.898776] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-12-30T20:24:30.899055] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-30T20:24:30.899178] [INFO ] [sig       ] IDN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:31.046114] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IDN.txt
[2025-12-30T20:24:31.046249] [INFO ] [sig       ] [1633/3539] Completed IDN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:31.046287] [INFO ] [sig       ] [1634/3539] Forecasting IDXX...
[2025-12-30T20:24:31.046316] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-30T20:24:31.046346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-30T20:24:31.057522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-30T20:24:31.057864] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-30T20:24:31.058627] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-30T20:24:31.058682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:31.058737] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:31.058765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:31.058822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:31.115622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:31.116319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:31.116402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:31.116434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:31.233875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:31.234036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:31.234082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:31.234125] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:31.237556] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-12-30T20:24:31.237855] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-30T20:24:31.237979] [INFO ] [sig       ] IDXX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:31.387851] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IDXX.txt
[2025-12-30T20:24:31.388001] [INFO ] [sig       ] [1634/3539] Completed IDXX in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-30T20:24:31.388041] [INFO ] [sig       ] [1635/3539] Forecasting IDYA...
[2025-12-30T20:24:31.388077] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-30T20:24:31.388108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-30T20:24:31.399558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-30T20:24:31.399884] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-30T20:24:31.400678] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-30T20:24:31.400729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:31.400783] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:31.400811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:31.400868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:31.464428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:31.465455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:31.465548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:31.465600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:31.591812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:31.591976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:31.592021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:31.592050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:31.595523] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=32.81%)
[2025-12-30T20:24:31.595839] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-30T20:24:31.595971] [INFO ] [sig       ] IDYA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:31.750627] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IDYA.txt
[2025-12-30T20:24:31.750784] [INFO ] [sig       ] [1635/3539] Completed IDYA in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:31.750831] [INFO ] [sig       ] [1636/3539] Forecasting IEF...
[2025-12-30T20:24:31.750862] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-30T20:24:31.750900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-30T20:24:31.762407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-30T20:24:31.762786] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-30T20:24:31.763782] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-30T20:24:31.763847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:31.764075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:31.764114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:31.764196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:31.829645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:31.830333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:31.830419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:31.830452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:31.948543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:31.948703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:31.948759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:31.948790] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:31.952045] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=54.29%)
[2025-12-30T20:24:31.952312] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-30T20:24:31.952433] [INFO ] [sig       ] IEF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:32.093870] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IEF.txt
[2025-12-30T20:24:32.094030] [INFO ] [sig       ] [1636/3539] Completed IEF in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:32.094071] [INFO ] [sig       ] [1637/3539] Forecasting IEI...
[2025-12-30T20:24:32.094099] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-30T20:24:32.094129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-30T20:24:32.105939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-30T20:24:32.106275] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-30T20:24:32.107092] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-30T20:24:32.107144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:32.107176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:32.107202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:32.107258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:32.164287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:32.165040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:32.165120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:32.165154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:32.288171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:32.288333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:32.288390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:32.288419] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:32.291768] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-30T20:24:32.292230] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-30T20:24:32.292353] [INFO ] [sig       ] IEI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:32.438903] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IEI.txt
[2025-12-30T20:24:32.439059] [INFO ] [sig       ] [1637/3539] Completed IEI in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:32.439100] [INFO ] [sig       ] [1638/3539] Forecasting IEP...
[2025-12-30T20:24:32.439130] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-30T20:24:32.439161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-30T20:24:32.453047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-30T20:24:32.453416] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-30T20:24:32.454371] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-30T20:24:32.454423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:32.454453] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:32.454478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:32.454534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:32.512203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:32.513118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:32.513207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:32.513239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:32.657611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:32.657776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:32.657817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:32.657906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:32.661987] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-30T20:24:32.662339] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-30T20:24:32.662487] [INFO ] [sig       ] IEP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:32.874847] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IEP.txt
[2025-12-30T20:24:32.875084] [INFO ] [sig       ] [1638/3539] Completed IEP in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:32.875145] [INFO ] [sig       ] [1639/3539] Forecasting IESC...
[2025-12-30T20:24:32.875191] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-30T20:24:32.875239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-30T20:24:32.889124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-30T20:24:32.889509] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-30T20:24:32.890382] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-30T20:24:32.890438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:32.890471] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:32.890498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:32.890556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:32.954280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:32.955227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:32.955324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:32.955358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:33.101452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:33.101636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:33.101681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:33.101710] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:33.105391] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-30T20:24:33.105744] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-30T20:24:33.105885] [INFO ] [sig       ] IESC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:33.283214] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IESC.txt
[2025-12-30T20:24:33.283445] [INFO ] [sig       ] [1639/3539] Completed IESC in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:33.283500] [INFO ] [sig       ] [1640/3539] Forecasting IEX...
[2025-12-30T20:24:33.283540] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-30T20:24:33.283600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-30T20:24:33.299672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-30T20:24:33.300203] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-30T20:24:33.301448] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-30T20:24:33.301523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:33.301609] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:33.301662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:33.301760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:33.376048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:33.377076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:33.377172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:33.377223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:33.525995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:33.526182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:33.526236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:33.526274] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:33.531028] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-30T20:24:33.531450] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-30T20:24:33.531652] [INFO ] [sig       ] IEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:33.725549] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IEX.txt
[2025-12-30T20:24:33.725833] [INFO ] [sig       ] [1640/3539] Completed IEX in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:33.725902] [INFO ] [sig       ] [1641/3539] Forecasting IFF...
[2025-12-30T20:24:33.725952] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-30T20:24:33.726007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-30T20:24:33.741733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-30T20:24:33.742223] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-30T20:24:33.743351] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-30T20:24:33.743422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:33.743475] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:33.743520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:33.743631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:33.812627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:33.813759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:33.813850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:33.813883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:33.945304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:33.945458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:33.945502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:33.945531] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:33.948962] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-30T20:24:33.949235] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-30T20:24:33.949358] [INFO ] [sig       ] IFF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:34.096498] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IFF.txt
[2025-12-30T20:24:34.096655] [INFO ] [sig       ] [1641/3539] Completed IFF in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:34.096697] [INFO ] [sig       ] [1642/3539] Forecasting IFN...
[2025-12-30T20:24:34.096727] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-30T20:24:34.096759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-30T20:24:34.108256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-30T20:24:34.108541] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-30T20:24:34.109418] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-30T20:24:34.109473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:34.109506] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:34.109533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:34.109618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:34.168251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:34.168963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:34.169045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:34.169078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:34.286660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:34.286812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:34.286854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:34.286884] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:34.290363] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-30T20:24:34.290669] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-30T20:24:34.290800] [INFO ] [sig       ] IFN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:34.437853] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IFN.txt
[2025-12-30T20:24:34.437988] [INFO ] [sig       ] [1642/3539] Completed IFN in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:34.438027] [INFO ] [sig       ] [1643/3539] Forecasting IFS...
[2025-12-30T20:24:34.438058] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-30T20:24:34.438089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-30T20:24:34.449123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-30T20:24:34.449399] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-30T20:24:34.450185] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-30T20:24:34.450237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:34.450267] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:34.450292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:34.450349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:34.514345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:34.515093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:34.515177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:34.515210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:34.635595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:34.635752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:34.635796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:34.635825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:34.639460] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-30T20:24:34.639871] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-30T20:24:34.640033] [INFO ] [sig       ] IFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:34.784805] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IFS.txt
[2025-12-30T20:24:34.785005] [INFO ] [sig       ] [1643/3539] Completed IFS in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:34.785054] [INFO ] [sig       ] [1644/3539] Forecasting IGA...
[2025-12-30T20:24:34.785093] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-30T20:24:34.785131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-30T20:24:34.796666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-30T20:24:34.796937] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-30T20:24:34.797747] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-30T20:24:34.797816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:34.797849] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:34.797875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:34.797932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:34.857049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:34.857895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:34.857983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:34.858017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:34.975611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:34.975767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:34.975809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:34.975837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:34.979143] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-30T20:24:34.979410] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-30T20:24:34.979530] [INFO ] [sig       ] IGA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:35.120375] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IGA.txt
[2025-12-30T20:24:35.120501] [INFO ] [sig       ] [1644/3539] Completed IGA in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:35.120541] [INFO ] [sig       ] [1645/3539] Forecasting IGD...
[2025-12-30T20:24:35.120586] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-30T20:24:35.120620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-30T20:24:35.131379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-30T20:24:35.131647] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-30T20:24:35.132388] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-30T20:24:35.132440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:35.132470] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:35.132498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:35.132554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:35.189346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:35.189952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:35.190052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:35.190085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:35.307216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:35.307498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:35.307541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:35.307585] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:35.311037] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-30T20:24:35.311301] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-30T20:24:35.311432] [INFO ] [sig       ] IGD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:35.452329] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IGD.txt
[2025-12-30T20:24:35.452454] [INFO ] [sig       ] [1645/3539] Completed IGD in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:35.452493] [INFO ] [sig       ] [1646/3539] Forecasting IGF...
[2025-12-30T20:24:35.452521] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-30T20:24:35.452551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-30T20:24:35.464625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-30T20:24:35.464881] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-30T20:24:35.465638] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-30T20:24:35.465688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:35.465719] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:35.465746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:35.465808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:35.522995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:35.523810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:35.523894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:35.523926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:35.640203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:35.640360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:35.640401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:35.640429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:35.643715] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-30T20:24:35.643982] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-30T20:24:35.644102] [INFO ] [sig       ] IGF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:35.784540] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IGF.txt
[2025-12-30T20:24:35.784719] [INFO ] [sig       ] [1646/3539] Completed IGF in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-30T20:24:35.784761] [INFO ] [sig       ] [1647/3539] Forecasting IGI...
[2025-12-30T20:24:35.784791] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-30T20:24:35.784821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-30T20:24:35.796618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-30T20:24:35.796992] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-30T20:24:35.797763] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-30T20:24:35.797815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:35.797846] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:35.797873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:35.797930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:35.855176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:35.856048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:35.856135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:35.856167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:35.960896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:35.961077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:35.961126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:35.961156] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:35.964555] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-12-30T20:24:35.964839] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-30T20:24:35.964963] [INFO ] [sig       ] IGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:36.105431] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IGI.txt
[2025-12-30T20:24:36.105558] [INFO ] [sig       ] [1647/3539] Completed IGI in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-30T20:24:36.105615] [INFO ] [sig       ] [1648/3539] Forecasting IGIB...
[2025-12-30T20:24:36.105645] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-30T20:24:36.105675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-30T20:24:36.117083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-30T20:24:36.117390] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-30T20:24:36.118189] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-30T20:24:36.118242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:36.118275] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:36.118301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:36.118359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:36.177413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:36.178034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:36.178113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:36.178147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:36.296473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:36.296629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:36.296668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:36.296697] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:36.299962] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-30T20:24:36.300222] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-30T20:24:36.300340] [INFO ] [sig       ] IGIB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:36.439461] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IGIB.txt
[2025-12-30T20:24:36.439656] [INFO ] [sig       ] [1648/3539] Completed IGIB in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-30T20:24:36.439714] [INFO ] [sig       ] [1649/3539] Forecasting IGIC...
[2025-12-30T20:24:36.439755] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-30T20:24:36.439798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-30T20:24:36.451086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-30T20:24:36.451370] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-30T20:24:36.452246] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-30T20:24:36.452301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:36.452332] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:36.452358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:36.452415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:36.511682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:36.512321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:36.512401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:36.512434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:36.627814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:36.627976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:36.628016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:36.628045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:36.631337] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-30T20:24:36.631635] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-30T20:24:36.631760] [INFO ] [sig       ] IGIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:36.773872] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IGIC.txt
[2025-12-30T20:24:36.774003] [INFO ] [sig       ] [1649/3539] Completed IGIC in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-30T20:24:36.774043] [INFO ] [sig       ] [1650/3539] Forecasting IGSB...
[2025-12-30T20:24:36.774071] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-30T20:24:36.774101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-30T20:24:36.785953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-30T20:24:36.786231] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-30T20:24:36.787076] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-30T20:24:36.787130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:36.787162] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:36.787188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:36.787246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:36.846745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:36.847364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:36.847443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:36.847477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:36.966596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:36.966746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:36.966788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:36.966816] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:36.970252] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-30T20:24:36.970523] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-30T20:24:36.970663] [INFO ] [sig       ] IGSB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:37.112326] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IGSB.txt
[2025-12-30T20:24:37.112458] [INFO ] [sig       ] [1650/3539] Completed IGSB in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-30T20:24:37.112498] [INFO ] [sig       ] [1651/3539] Forecasting IHD...
[2025-12-30T20:24:37.112526] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-30T20:24:37.112557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-30T20:24:37.123796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-30T20:24:37.124058] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-30T20:24:37.124936] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-30T20:24:37.124990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:37.125023] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:37.125049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:37.125107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:37.185027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:37.185786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:37.185869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:37.185901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:37.301876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:37.302048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:37.302090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:37.302119] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:37.305877] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-12-30T20:24:37.306151] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-30T20:24:37.306276] [INFO ] [sig       ] IHD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:37.452954] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IHD.txt
[2025-12-30T20:24:37.453124] [INFO ] [sig       ] [1651/3539] Completed IHD in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-30T20:24:37.453165] [INFO ] [sig       ] [1652/3539] Forecasting IHG...
[2025-12-30T20:24:37.453194] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-30T20:24:37.453225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-30T20:24:37.465333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-30T20:24:37.465626] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-30T20:24:37.466437] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-30T20:24:37.466489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:37.466546] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:37.466608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:37.466691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:37.527367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:37.528259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:37.528344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:37.528378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:37.646928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:37.647044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:37.647082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:37.647109] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:37.650263] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-30T20:24:37.650529] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-30T20:24:37.650664] [INFO ] [sig       ] IHG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:37.790258] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IHG.txt
[2025-12-30T20:24:37.790370] [INFO ] [sig       ] [1652/3539] Completed IHG in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:37.790408] [INFO ] [sig       ] [1653/3539] Forecasting IHS...
[2025-12-30T20:24:37.790437] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-30T20:24:37.790467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-30T20:24:37.802176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-30T20:24:37.802435] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-30T20:24:37.803230] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-30T20:24:37.803282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:37.803314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:37.803341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:37.803399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:37.862788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:37.863422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:37.863500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:37.863533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:37.981200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:37.981339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:37.981378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:37.981406] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:37.985036] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-30T20:24:37.985324] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-30T20:24:37.985452] [INFO ] [sig       ] IHS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:38.130086] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IHS.txt
[2025-12-30T20:24:38.130211] [INFO ] [sig       ] [1653/3539] Completed IHS in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:38.130250] [INFO ] [sig       ] [1654/3539] Forecasting IIF...
[2025-12-30T20:24:38.130279] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-30T20:24:38.130309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-30T20:24:38.144124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-30T20:24:38.144442] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-30T20:24:38.145322] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-30T20:24:38.145376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:38.145409] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:38.145436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:38.145494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:38.205866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:38.206510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:38.206606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:38.206642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:38.322182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:38.322316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:38.322355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:38.322382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:38.325609] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-30T20:24:38.325872] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-30T20:24:38.325994] [INFO ] [sig       ] IIF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:38.468872] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IIF.txt
[2025-12-30T20:24:38.468992] [INFO ] [sig       ] [1654/3539] Completed IIF in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:38.469182] [INFO ] [sig       ] [1655/3539] Forecasting III...
[2025-12-30T20:24:38.469213] [INFO ] [sig       ] Generating forecast for: III
[2025-12-30T20:24:38.469244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-30T20:24:38.480612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-30T20:24:38.480942] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-30T20:24:38.481820] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-30T20:24:38.481874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:38.481920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:38.481949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:38.482007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:38.544772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:38.545647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:38.545740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:38.545773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:38.663311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:38.663460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:38.663501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:38.663529] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:38.668407] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-30T20:24:38.668754] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-30T20:24:38.668886] [INFO ] [sig       ] III: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:38.815939] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/III.txt
[2025-12-30T20:24:38.816265] [INFO ] [sig       ] [1655/3539] Completed III in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:38.816305] [INFO ] [sig       ] [1656/3539] Forecasting IIIN...
[2025-12-30T20:24:38.816334] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-30T20:24:38.816365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-30T20:24:38.831605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-30T20:24:38.831903] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-30T20:24:38.832776] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-30T20:24:38.832831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:38.832864] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:38.832890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:38.832948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:38.896842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:38.897751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:38.897831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:38.897865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:39.020226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:39.020380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:39.020420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:39.020448] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:39.024218] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-30T20:24:39.024490] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-30T20:24:39.024631] [INFO ] [sig       ] IIIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:39.167302] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IIIN.txt
[2025-12-30T20:24:39.167438] [INFO ] [sig       ] [1656/3539] Completed IIIN in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:39.167477] [INFO ] [sig       ] [1657/3539] Forecasting IIM...
[2025-12-30T20:24:39.167507] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-30T20:24:39.167537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-30T20:24:39.179626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-30T20:24:39.179934] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-30T20:24:39.180731] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-30T20:24:39.180784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:39.180815] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:39.180842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:39.180899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:39.243492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:39.244442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:39.244525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:39.244560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:39.367010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:39.367167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:39.367208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:39.367236] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:39.370902] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-30T20:24:39.371360] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-30T20:24:39.371488] [INFO ] [sig       ] IIM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:39.526274] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IIM.txt
[2025-12-30T20:24:39.526438] [INFO ] [sig       ] [1657/3539] Completed IIM in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:39.526478] [INFO ] [sig       ] [1658/3539] Forecasting ILMN...
[2025-12-30T20:24:39.526507] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-30T20:24:39.526537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-30T20:24:39.538801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-30T20:24:39.539058] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-30T20:24:39.539833] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-30T20:24:39.539883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:39.539914] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:39.539940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:39.539998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:39.598659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:39.599507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:39.599638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:39.599676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:39.727109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:39.727272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:39.727313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:39.727341] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:39.730743] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-30T20:24:39.731024] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-30T20:24:39.731151] [INFO ] [sig       ] ILMN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:39.882073] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ILMN.txt
[2025-12-30T20:24:39.882208] [INFO ] [sig       ] [1658/3539] Completed ILMN in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:39.882249] [INFO ] [sig       ] [1659/3539] Forecasting IMAX...
[2025-12-30T20:24:39.882285] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-30T20:24:39.882316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-30T20:24:39.894405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-30T20:24:39.894666] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-30T20:24:39.895416] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-30T20:24:39.895467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:39.895498] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:39.895525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:39.895604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:39.956327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:39.957304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:39.957386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:39.957418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:40.071985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:40.072144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:40.072184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:40.072213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:40.075511] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-30T20:24:40.075797] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-30T20:24:40.075917] [INFO ] [sig       ] IMAX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:40.222699] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IMAX.txt
[2025-12-30T20:24:40.222840] [INFO ] [sig       ] [1659/3539] Completed IMAX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:40.222885] [INFO ] [sig       ] [1660/3539] Forecasting IMKTA...
[2025-12-30T20:24:40.222918] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-30T20:24:40.222951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-30T20:24:40.235845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-30T20:24:40.236293] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-30T20:24:40.237226] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-30T20:24:40.237278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:40.237309] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:40.237335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:40.237392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:40.296841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:40.297437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:40.297516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:40.297548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:40.414196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:40.414351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:40.414391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:40.414419] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:40.417917] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-30T20:24:40.418182] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-30T20:24:40.418317] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:40.562764] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMKTA.txt
[2025-12-30T20:24:40.562889] [INFO ] [sig       ] [1660/3539] Completed IMKTA in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:40.562928] [INFO ] [sig       ] [1661/3539] Forecasting IMMP...
[2025-12-30T20:24:40.562957] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-30T20:24:40.562987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-30T20:24:40.576126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-30T20:24:40.576634] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-30T20:24:40.577635] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-30T20:24:40.577690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:40.577724] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:40.577751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:40.577809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:40.637664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:40.638367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:40.638452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:40.638484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:40.758818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:40.758973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:40.759014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:40.759043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:40.762593] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-30T20:24:40.762871] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-30T20:24:40.762994] [INFO ] [sig       ] IMMP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:40.905888] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMMP.txt
[2025-12-30T20:24:40.906048] [INFO ] [sig       ] [1661/3539] Completed IMMP in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:40.906088] [INFO ] [sig       ] [1662/3539] Forecasting IMMX...
[2025-12-30T20:24:40.906118] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-30T20:24:40.906148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-30T20:24:40.918316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-30T20:24:40.918753] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-30T20:24:40.919744] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-30T20:24:40.919796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:40.919827] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:40.919853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:40.919911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:40.978038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:40.979391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:40.979511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:40.979544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:41.104405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:41.104563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:41.104623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:41.104671] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:41.108386] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-30T20:24:41.108737] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-30T20:24:41.108875] [INFO ] [sig       ] IMMX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:41.255295] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMMX.txt
[2025-12-30T20:24:41.255454] [INFO ] [sig       ] [1662/3539] Completed IMMX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:41.255492] [INFO ] [sig       ] [1663/3539] Forecasting IMNM...
[2025-12-30T20:24:41.255523] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-30T20:24:41.255552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-30T20:24:41.268781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-30T20:24:41.269142] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-30T20:24:41.269950] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-30T20:24:41.270002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:41.270034] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:41.270059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:41.270116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:41.328233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:41.328886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:41.328967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:41.328999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:41.455171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:41.455315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:41.455356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:41.455383] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:41.459048] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-30T20:24:41.459316] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-30T20:24:41.459438] [INFO ] [sig       ] IMNM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:41.602896] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IMNM.txt
[2025-12-30T20:24:41.603034] [INFO ] [sig       ] [1663/3539] Completed IMNM in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-30T20:24:41.603073] [INFO ] [sig       ] [1664/3539] Forecasting IMNN...
[2025-12-30T20:24:41.603101] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-30T20:24:41.603130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-30T20:24:41.616283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-30T20:24:41.616666] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-30T20:24:41.617450] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-30T20:24:41.617501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:41.617532] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:41.617558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:41.617635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:41.678462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:41.679666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:41.679771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:41.679804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:41.808799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:41.808961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:41.809004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:41.809032] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:41.812486] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=81.32%)
[2025-12-30T20:24:41.812792] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-30T20:24:41.812923] [INFO ] [sig       ] IMNN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:41.965379] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMNN.txt
[2025-12-30T20:24:41.965547] [INFO ] [sig       ] [1664/3539] Completed IMNN in 0.4s | 2.88 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-30T20:24:41.965607] [INFO ] [sig       ] [1665/3539] Forecasting IMOS...
[2025-12-30T20:24:41.965640] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-30T20:24:41.965670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-30T20:24:41.977858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-30T20:24:41.978401] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-30T20:24:41.979409] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-30T20:24:41.979464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:41.979495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:41.979522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:41.979606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:42.042917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:42.043795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:42.043881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:42.043914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:42.165085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:42.165248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:42.165290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:42.165319] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:42.168761] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-30T20:24:42.169052] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-30T20:24:42.169180] [INFO ] [sig       ] IMOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:42.308447] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMOS.txt
[2025-12-30T20:24:42.308664] [INFO ] [sig       ] [1665/3539] Completed IMOS in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-30T20:24:42.308739] [INFO ] [sig       ] [1666/3539] Forecasting IMPP...
[2025-12-30T20:24:42.308772] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-30T20:24:42.308804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-30T20:24:42.320172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-30T20:24:42.320540] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-30T20:24:42.321406] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-30T20:24:42.321461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:42.321526] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:42.321556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:42.321636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:42.380171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:42.381040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:42.381124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:42.381157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:42.497998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:42.498160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:42.498202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:42.498230] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:42.501609] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-30T20:24:42.501880] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-30T20:24:42.502011] [INFO ] [sig       ] IMPP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:42.645419] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMPP.txt
[2025-12-30T20:24:42.645598] [INFO ] [sig       ] [1666/3539] Completed IMPP in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-30T20:24:42.645643] [INFO ] [sig       ] [1667/3539] Forecasting IMRX...
[2025-12-30T20:24:42.645672] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-30T20:24:42.645703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-30T20:24:42.657859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-30T20:24:42.658182] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-30T20:24:42.659021] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-30T20:24:42.659075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:42.659107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:42.659136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:42.659193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:42.718503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:42.719273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:42.719360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:42.719394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:42.838707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:42.838883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:42.838923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:42.838952] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:42.842463] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-30T20:24:42.842755] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-30T20:24:42.842881] [INFO ] [sig       ] IMRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:42.986732] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IMRX.txt
[2025-12-30T20:24:42.986889] [INFO ] [sig       ] [1667/3539] Completed IMRX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-30T20:24:42.986930] [INFO ] [sig       ] [1668/3539] Forecasting IMTX...
[2025-12-30T20:24:42.986959] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-30T20:24:42.986990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-30T20:24:42.998625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-30T20:24:42.998973] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-30T20:24:42.999770] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-30T20:24:42.999823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:42.999856] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:42.999883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:42.999955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:43.058344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:43.059184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:43.059268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:43.059301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:43.178814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:43.178965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:43.179005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:43.179034] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:43.182408] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-30T20:24:43.182696] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-30T20:24:43.182817] [INFO ] [sig       ] IMTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:43.322325] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IMTX.txt
[2025-12-30T20:24:43.322456] [INFO ] [sig       ] [1668/3539] Completed IMTX in 0.3s | 2.88 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-30T20:24:43.322494] [INFO ] [sig       ] [1669/3539] Forecasting IMXI...
[2025-12-30T20:24:43.322524] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-30T20:24:43.322554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-30T20:24:43.334195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-30T20:24:43.334481] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-30T20:24:43.335289] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-30T20:24:43.335341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:43.335395] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:43.335423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:43.335481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:43.392146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:43.392929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:43.393013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:43.393045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:43.522990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:43.523163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:43.523216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:43.523261] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:43.527991] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-12-30T20:24:43.528405] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-30T20:24:43.528569] [INFO ] [sig       ] IMXI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:43.674197] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IMXI.txt
[2025-12-30T20:24:43.674331] [INFO ] [sig       ] [1669/3539] Completed IMXI in 0.4s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:43.674369] [INFO ] [sig       ] [1670/3539] Forecasting INAB...
[2025-12-30T20:24:43.674405] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-30T20:24:43.674436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-30T20:24:43.685647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-30T20:24:43.686034] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-30T20:24:43.686845] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-30T20:24:43.686899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:43.686930] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:43.686957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:43.687014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:43.746137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:43.747005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:43.747094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:43.747129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:43.864698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:43.864855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:43.864896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:43.864925] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:43.868324] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2025-12-30T20:24:43.868613] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-30T20:24:43.868761] [INFO ] [sig       ] INAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:44.012298] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INAB.txt
[2025-12-30T20:24:44.012466] [INFO ] [sig       ] [1670/3539] Completed INAB in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:44.012508] [INFO ] [sig       ] [1671/3539] Forecasting INBK...
[2025-12-30T20:24:44.012536] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-30T20:24:44.012566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-30T20:24:44.024985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-30T20:24:44.025482] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-30T20:24:44.026428] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-30T20:24:44.026481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:44.026515] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:44.026541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:44.026614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:44.084682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:44.085301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:44.085385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:44.085417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:44.208704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:44.208917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:44.208959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:44.208990] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:44.212319] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-12-30T20:24:44.212605] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-30T20:24:44.212727] [INFO ] [sig       ] INBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:44.355678] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INBK.txt
[2025-12-30T20:24:44.355828] [INFO ] [sig       ] [1671/3539] Completed INBK in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:44.355869] [INFO ] [sig       ] [1672/3539] Forecasting INBX...
[2025-12-30T20:24:44.355898] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-30T20:24:44.355929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-30T20:24:44.367007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-30T20:24:44.367302] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-30T20:24:44.368081] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-30T20:24:44.368133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:44.368165] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:44.368191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:44.368248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:44.425962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:44.426701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:44.426782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:44.426814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:44.545061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:44.545215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:44.545257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:44.545319] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:44.548766] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-12-30T20:24:44.549041] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-30T20:24:44.549166] [INFO ] [sig       ] INBX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:44.689194] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INBX.txt
[2025-12-30T20:24:44.689321] [INFO ] [sig       ] [1672/3539] Completed INBX in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:44.689361] [INFO ] [sig       ] [1673/3539] Forecasting INCY...
[2025-12-30T20:24:44.689390] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-30T20:24:44.689420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-30T20:24:44.700543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-30T20:24:44.700881] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-30T20:24:44.701662] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-30T20:24:44.701714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:44.701746] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:44.701772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:44.701829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:44.758055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:44.758737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:44.758815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:44.758847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:44.875852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:44.876010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:44.876050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:44.876094] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:44.879476] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-30T20:24:44.879762] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-30T20:24:44.879883] [INFO ] [sig       ] INCY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:45.019455] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INCY.txt
[2025-12-30T20:24:45.019589] [INFO ] [sig       ] [1673/3539] Completed INCY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:45.019630] [INFO ] [sig       ] [1674/3539] Forecasting INDB...
[2025-12-30T20:24:45.019662] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-30T20:24:45.019692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-30T20:24:45.030340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-30T20:24:45.030639] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-30T20:24:45.031413] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-30T20:24:45.031463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:45.031495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:45.031521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:45.031599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:45.088465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:45.089082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:45.089172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:45.089204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:45.209064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:45.209231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:45.209272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:45.209302] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:45.212714] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-30T20:24:45.212984] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-30T20:24:45.213109] [INFO ] [sig       ] INDB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:45.355455] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INDB.txt
[2025-12-30T20:24:45.355597] [INFO ] [sig       ] [1674/3539] Completed INDB in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:45.355639] [INFO ] [sig       ] [1675/3539] Forecasting INDI...
[2025-12-30T20:24:45.355668] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-30T20:24:45.355699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-30T20:24:45.366774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-30T20:24:45.367039] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-30T20:24:45.367802] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-30T20:24:45.367853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:45.367884] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:45.367910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:45.367967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:45.424722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:45.425412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:45.425496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:45.425543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:45.543285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:45.543449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:45.543490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:45.543520] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:45.546861] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-30T20:24:45.547125] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-30T20:24:45.547246] [INFO ] [sig       ] INDI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:45.688593] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INDI.txt
[2025-12-30T20:24:45.688773] [INFO ] [sig       ] [1675/3539] Completed INDI in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:45.688815] [INFO ] [sig       ] [1676/3539] Forecasting INDP...
[2025-12-30T20:24:45.688845] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-30T20:24:45.688876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-30T20:24:45.699702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-30T20:24:45.700010] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-30T20:24:45.700827] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-30T20:24:45.700878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:45.700910] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:45.700936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:45.700994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:45.757750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:45.758511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:45.758611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:45.758646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:45.860321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:45.860477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:45.860517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:45.860546] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:45.863857] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-30T20:24:45.864127] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-30T20:24:45.864248] [INFO ] [sig       ] INDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:46.004245] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INDP.txt
[2025-12-30T20:24:46.004364] [INFO ] [sig       ] [1676/3539] Completed INDP in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:46.004402] [INFO ] [sig       ] [1677/3539] Forecasting INDY...
[2025-12-30T20:24:46.004431] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-30T20:24:46.004461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-30T20:24:46.015777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-30T20:24:46.016041] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-30T20:24:46.016803] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-30T20:24:46.016855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:46.016886] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:46.016923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:46.016982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:46.073163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:46.073792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:46.073871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:46.073902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:46.192269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:46.192391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:46.192428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:46.192456] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:46.195671] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-30T20:24:46.195932] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-30T20:24:46.196066] [INFO ] [sig       ] INDY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:46.340117] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INDY.txt
[2025-12-30T20:24:46.340270] [INFO ] [sig       ] [1677/3539] Completed INDY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:46.340308] [INFO ] [sig       ] [1678/3539] Forecasting INFY...
[2025-12-30T20:24:46.340339] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-30T20:24:46.340370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-30T20:24:46.351800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-30T20:24:46.352063] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-30T20:24:46.352837] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-30T20:24:46.352888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:46.352919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:46.352946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:46.353002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:46.410034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:46.410747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:46.410828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:46.410861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:46.527855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:46.528015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:46.528056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:46.528085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:46.531434] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-30T20:24:46.531723] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-30T20:24:46.531847] [INFO ] [sig       ] INFY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:46.671682] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INFY.txt
[2025-12-30T20:24:46.671821] [INFO ] [sig       ] [1678/3539] Completed INFY in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:46.671861] [INFO ] [sig       ] [1679/3539] Forecasting ING...
[2025-12-30T20:24:46.671890] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-30T20:24:46.671921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-30T20:24:46.682969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-30T20:24:46.683236] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-30T20:24:46.684012] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-30T20:24:46.684064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:46.684095] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:46.684122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:46.684179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:46.740772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:46.741369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:46.741470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:46.741503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:46.863336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:46.863505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:46.863549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:46.863595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:46.867012] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-30T20:24:46.867336] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-30T20:24:46.867468] [INFO ] [sig       ] ING: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:47.007186] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ING.txt
[2025-12-30T20:24:47.007312] [INFO ] [sig       ] [1679/3539] Completed ING in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-30T20:24:47.007351] [INFO ] [sig       ] [1680/3539] Forecasting INGN...
[2025-12-30T20:24:47.007379] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-30T20:24:47.007410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-30T20:24:47.018763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-30T20:24:47.019038] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-30T20:24:47.019838] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-30T20:24:47.019890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:47.019921] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:47.019948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:47.020008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:47.076830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:47.077415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:47.077493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:47.077526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:47.194563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:47.194730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:47.194773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:47.194802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:47.198082] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-30T20:24:47.198345] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-30T20:24:47.198465] [INFO ] [sig       ] INGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:47.339190] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INGN.txt
[2025-12-30T20:24:47.339314] [INFO ] [sig       ] [1680/3539] Completed INGN in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:47.339353] [INFO ] [sig       ] [1681/3539] Forecasting INM...
[2025-12-30T20:24:47.339383] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-30T20:24:47.339421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-30T20:24:47.350511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-30T20:24:47.350816] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-30T20:24:47.351617] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-30T20:24:47.351669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:47.351699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:47.351726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:47.351782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:47.408181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:47.409115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:47.409208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:47.409240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:47.528970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:47.529130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:47.529171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:47.529199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:47.532499] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-30T20:24:47.532780] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-30T20:24:47.532899] [INFO ] [sig       ] INM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:47.672199] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INM.txt
[2025-12-30T20:24:47.672353] [INFO ] [sig       ] [1681/3539] Completed INM in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:47.672394] [INFO ] [sig       ] [1682/3539] Forecasting INMB...
[2025-12-30T20:24:47.672424] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-30T20:24:47.672455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-30T20:24:47.684063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-30T20:24:47.684422] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-30T20:24:47.685195] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-30T20:24:47.685248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:47.685279] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:47.685305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:47.685362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:47.742214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:47.743098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:47.743183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:47.743215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:47.864082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:47.864242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:47.864284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:47.864313] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:47.867650] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-12-30T20:24:47.867925] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-30T20:24:47.868046] [INFO ] [sig       ] INMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:48.010034] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INMB.txt
[2025-12-30T20:24:48.010220] [INFO ] [sig       ] [1682/3539] Completed INMB in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:48.010444] [INFO ] [sig       ] [1683/3539] Forecasting INMD...
[2025-12-30T20:24:48.010473] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-30T20:24:48.010504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-30T20:24:48.022005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-30T20:24:48.022366] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-30T20:24:48.023141] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-30T20:24:48.023194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:48.023226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:48.023253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:48.023310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:48.080402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:48.081262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:48.081352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:48.081386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:48.202336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:48.202504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:48.202544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:48.202588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:48.206320] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-30T20:24:48.206651] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-30T20:24:48.206790] [INFO ] [sig       ] INMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:48.346837] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INMD.txt
[2025-12-30T20:24:48.346958] [INFO ] [sig       ] [1683/3539] Completed INMD in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:48.347007] [INFO ] [sig       ] [1684/3539] Forecasting INN...
[2025-12-30T20:24:48.347038] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-30T20:24:48.347068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-30T20:24:48.358637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-30T20:24:48.358900] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-30T20:24:48.359695] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-30T20:24:48.359746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:48.359778] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:48.359805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:48.359862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:48.415849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:48.416475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:48.416560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:48.416611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:48.533830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:48.533990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:48.534030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:48.534058] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:48.537428] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-30T20:24:48.537728] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-30T20:24:48.537854] [INFO ] [sig       ] INN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:48.678617] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INN.txt
[2025-12-30T20:24:48.678791] [INFO ] [sig       ] [1684/3539] Completed INN in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:48.678831] [INFO ] [sig       ] [1685/3539] Forecasting INO...
[2025-12-30T20:24:48.678859] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-30T20:24:48.678890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-30T20:24:48.690765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-30T20:24:48.691093] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-30T20:24:48.691867] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-30T20:24:48.691920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:48.691952] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:48.691978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:48.692035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:48.748685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:48.749543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:48.749649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:48.749683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:48.867220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:48.867385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:48.867425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:48.867454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:48.870788] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-30T20:24:48.871051] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-30T20:24:48.871167] [INFO ] [sig       ] INO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:49.010809] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INO.txt
[2025-12-30T20:24:49.010916] [INFO ] [sig       ] [1685/3539] Completed INO in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:49.010955] [INFO ] [sig       ] [1686/3539] Forecasting INOD...
[2025-12-30T20:24:49.010983] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-30T20:24:49.011013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-30T20:24:49.022974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-30T20:24:49.023242] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-30T20:24:49.024002] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-30T20:24:49.024054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:49.024113] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:49.024141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:49.024199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:49.081353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:49.081967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:49.082045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:49.082076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:49.199416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:49.199616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:49.199659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:49.199688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:49.202976] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-30T20:24:49.203239] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-30T20:24:49.203356] [INFO ] [sig       ] INOD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:49.342680] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INOD.txt
[2025-12-30T20:24:49.342800] [INFO ] [sig       ] [1686/3539] Completed INOD in 0.3s | 2.88 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-30T20:24:49.342838] [INFO ] [sig       ] [1687/3539] Forecasting INSE...
[2025-12-30T20:24:49.342867] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-30T20:24:49.342897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-30T20:24:49.355239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-30T20:24:49.355489] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-30T20:24:49.356247] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-30T20:24:49.356298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:49.356329] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:49.356355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:49.356411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:49.412915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:49.413501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:49.413594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:49.413629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:49.534341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:49.534447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:49.534484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:49.534512] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:49.537609] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-12-30T20:24:49.537864] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-30T20:24:49.537984] [INFO ] [sig       ] INSE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:49.681863] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INSE.txt
[2025-12-30T20:24:49.682024] [INFO ] [sig       ] [1687/3539] Completed INSE in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:49.682063] [INFO ] [sig       ] [1688/3539] Forecasting INSG...
[2025-12-30T20:24:49.682092] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-30T20:24:49.682123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-30T20:24:49.695442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-30T20:24:49.695820] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-30T20:24:49.696598] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-30T20:24:49.696650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:49.696682] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:49.696708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:49.696766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:49.754134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:49.755009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:49.755121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:49.755161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:49.871192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:49.871360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:49.871403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:49.871431] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:49.874816] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-30T20:24:49.875119] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-30T20:24:49.875250] [INFO ] [sig       ] INSG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:50.013415] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INSG.txt
[2025-12-30T20:24:50.013538] [INFO ] [sig       ] [1688/3539] Completed INSG in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:50.013593] [INFO ] [sig       ] [1689/3539] Forecasting INSM...
[2025-12-30T20:24:50.013626] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-30T20:24:50.013656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-30T20:24:50.025393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-30T20:24:50.025687] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-30T20:24:50.026420] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-30T20:24:50.026472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:50.026504] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:50.026530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:50.026604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:50.082403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:50.082989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:50.083066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:50.083099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:50.197771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:50.197933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:50.197973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:50.198034] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:50.201364] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-30T20:24:50.201650] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-30T20:24:50.201772] [INFO ] [sig       ] INSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:50.340751] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INSM.txt
[2025-12-30T20:24:50.340866] [INFO ] [sig       ] [1689/3539] Completed INSM in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:50.340904] [INFO ] [sig       ] [1690/3539] Forecasting INSP...
[2025-12-30T20:24:50.340933] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-30T20:24:50.340962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-30T20:24:50.354254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-30T20:24:50.354700] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-30T20:24:50.355522] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-30T20:24:50.355612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:50.355648] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:50.355675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:50.355733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:50.411892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:50.412937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:50.413033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:50.413065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:50.533289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:50.533456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:50.533498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:50.533526] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:50.537023] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=29.67%)
[2025-12-30T20:24:50.537305] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-30T20:24:50.537432] [INFO ] [sig       ] INSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:50.683430] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INSP.txt
[2025-12-30T20:24:50.683627] [INFO ] [sig       ] [1690/3539] Completed INSP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:50.683673] [INFO ] [sig       ] [1691/3539] Forecasting INTA...
[2025-12-30T20:24:50.683704] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-30T20:24:50.683736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-30T20:24:50.694951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-30T20:24:50.695330] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-30T20:24:50.696152] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-30T20:24:50.696207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:50.696240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:50.696268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:50.696328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:50.754671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:50.755528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:50.755641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:50.755678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:50.878021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:50.878178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:50.878220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:50.878250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:50.881700] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-30T20:24:50.881975] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-30T20:24:50.882098] [INFO ] [sig       ] INTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:51.029862] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INTA.txt
[2025-12-30T20:24:51.029995] [INFO ] [sig       ] [1691/3539] Completed INTA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:51.030035] [INFO ] [sig       ] [1692/3539] Forecasting INTC...
[2025-12-30T20:24:51.030064] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-30T20:24:51.030094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-30T20:24:51.041687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-30T20:24:51.041949] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-30T20:24:51.042741] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-30T20:24:51.042794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:51.042825] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:51.042852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:51.042909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:51.101422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:51.102114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:51.102212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:51.102248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:51.220685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:51.220834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:51.220877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:51.220908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:51.224386] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-30T20:24:51.224694] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-30T20:24:51.224819] [INFO ] [sig       ] INTC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:51.371781] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INTC.txt
[2025-12-30T20:24:51.371891] [INFO ] [sig       ] [1692/3539] Completed INTC in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:51.371930] [INFO ] [sig       ] [1693/3539] Forecasting INTZ...
[2025-12-30T20:24:51.371958] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-30T20:24:51.371987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-30T20:24:51.383741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-30T20:24:51.384009] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-30T20:24:51.384776] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-30T20:24:51.384828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:51.384859] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:51.384886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:51.384943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:51.441730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:51.442602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:51.442688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:51.442721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:51.565673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:51.565850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:51.565904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:51.565942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:51.569540] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-30T20:24:51.569836] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-30T20:24:51.569965] [INFO ] [sig       ] INTZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:51.710897] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INTZ.txt
[2025-12-30T20:24:51.711038] [INFO ] [sig       ] [1693/3539] Completed INTZ in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:51.711077] [INFO ] [sig       ] [1694/3539] Forecasting INVA...
[2025-12-30T20:24:51.711106] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-30T20:24:51.711137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-30T20:24:51.722862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-30T20:24:51.723170] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-30T20:24:51.723996] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-30T20:24:51.724050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:51.724082] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:51.724110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:51.724174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:51.782757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:51.783635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:51.783741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:51.783776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:51.901605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:51.901761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:51.901803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:51.901832] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:51.905165] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-12-30T20:24:51.905434] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-30T20:24:51.905555] [INFO ] [sig       ] INVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:52.043278] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INVA.txt
[2025-12-30T20:24:52.043390] [INFO ] [sig       ] [1694/3539] Completed INVA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:52.043428] [INFO ] [sig       ] [1695/3539] Forecasting INVE...
[2025-12-30T20:24:52.043457] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-30T20:24:52.043485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-30T20:24:52.054796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-30T20:24:52.055083] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-30T20:24:52.055858] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-30T20:24:52.055909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:52.055941] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:52.055968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:52.056025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:52.112164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:52.112767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:52.112849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:52.112881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:52.225432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:52.225603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:52.225646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:52.225674] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:52.228989] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-30T20:24:52.229277] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-30T20:24:52.229400] [INFO ] [sig       ] INVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:52.368622] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/INVE.txt
[2025-12-30T20:24:52.368758] [INFO ] [sig       ] [1695/3539] Completed INVE in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:52.368798] [INFO ] [sig       ] [1696/3539] Forecasting INVH...
[2025-12-30T20:24:52.368826] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-30T20:24:52.368856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-30T20:24:52.379904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-30T20:24:52.380185] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-30T20:24:52.380951] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-30T20:24:52.381002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:52.381033] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:52.381060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:52.381117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:52.440485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:52.441140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:52.441279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:52.441314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:52.556791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:52.556951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:52.556993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:52.557021] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:52.560388] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-12-30T20:24:52.560683] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-30T20:24:52.560807] [INFO ] [sig       ] INVH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:52.700308] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/INVH.txt
[2025-12-30T20:24:52.700436] [INFO ] [sig       ] [1696/3539] Completed INVH in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-30T20:24:52.700473] [INFO ] [sig       ] [1697/3539] Forecasting IONS...
[2025-12-30T20:24:52.700503] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-30T20:24:52.700533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-30T20:24:52.714333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-30T20:24:52.714981] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-30T20:24:52.715926] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-30T20:24:52.715981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:52.716018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:52.716044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:52.716104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:52.774090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:52.775186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:52.775295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:52.775330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:52.898904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:52.899159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:52.899210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:52.899241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:52.903129] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=48.27%)
[2025-12-30T20:24:52.903442] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-30T20:24:52.903597] [INFO ] [sig       ] IONS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:53.046350] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IONS.txt
[2025-12-30T20:24:53.046525] [INFO ] [sig       ] [1697/3539] Completed IONS in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:53.046587] [INFO ] [sig       ] [1698/3539] Forecasting IOSP...
[2025-12-30T20:24:53.046620] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-30T20:24:53.046653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-30T20:24:53.059833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-30T20:24:53.060228] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-30T20:24:53.061079] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-30T20:24:53.061133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:53.061165] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:53.061192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:53.061250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:53.117280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:53.117904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:53.117989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:53.118021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:53.235550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:53.235733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:53.235775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:53.235803] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:53.239233] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-30T20:24:53.239513] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-30T20:24:53.239668] [INFO ] [sig       ] IOSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:53.379333] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IOSP.txt
[2025-12-30T20:24:53.379449] [INFO ] [sig       ] [1698/3539] Completed IOSP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:53.379487] [INFO ] [sig       ] [1699/3539] Forecasting IOVA...
[2025-12-30T20:24:53.379516] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-30T20:24:53.379545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-30T20:24:53.391326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-30T20:24:53.391650] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-30T20:24:53.392433] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-30T20:24:53.392488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:53.392521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:53.392549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:53.392638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:53.450805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:53.451445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:53.451530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:53.451563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:53.572022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:53.572185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:53.572227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:53.572256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:53.575676] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-30T20:24:53.575946] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-30T20:24:53.576073] [INFO ] [sig       ] IOVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:53.720643] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IOVA.txt
[2025-12-30T20:24:53.720829] [INFO ] [sig       ] [1699/3539] Completed IOVA in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:53.720874] [INFO ] [sig       ] [1700/3539] Forecasting IPGP...
[2025-12-30T20:24:53.720906] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-30T20:24:53.720940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-30T20:24:53.732434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-30T20:24:53.732730] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-30T20:24:53.733513] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-30T20:24:53.733566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:53.733623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:53.733652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:53.733711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:53.792179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:53.792812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:53.792893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:53.792925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:53.915353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:53.915476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:53.915517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:53.915546] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:53.918973] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-30T20:24:53.919256] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-30T20:24:53.919386] [INFO ] [sig       ] IPGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:54.060644] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IPGP.txt
[2025-12-30T20:24:54.060752] [INFO ] [sig       ] [1700/3539] Completed IPGP in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:54.060791] [INFO ] [sig       ] [1701/3539] Forecasting IPI...
[2025-12-30T20:24:54.060825] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-30T20:24:54.060870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-30T20:24:54.072383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-30T20:24:54.072698] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-30T20:24:54.073487] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-30T20:24:54.073540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:54.073601] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:54.073646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:54.073715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:54.131787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:54.132437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:54.132522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:54.132556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:54.253948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:54.254096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:54.254138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:54.254166] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:54.257427] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-12-30T20:24:54.257712] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-30T20:24:54.257831] [INFO ] [sig       ] IPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:54.396765] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IPI.txt
[2025-12-30T20:24:54.396876] [INFO ] [sig       ] [1701/3539] Completed IPI in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:54.396913] [INFO ] [sig       ] [1702/3539] Forecasting IQ...
[2025-12-30T20:24:54.396944] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-30T20:24:54.396973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-30T20:24:54.408294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-30T20:24:54.408559] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-30T20:24:54.412403] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-30T20:24:54.412461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:54.412493] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:54.412520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:54.412591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:54.469155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:54.469796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:54.469886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:54.469919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:54.587334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:54.587447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:54.587484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:54.587512] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:54.590688] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-30T20:24:54.590949] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-30T20:24:54.591068] [INFO ] [sig       ] IQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:54.788142] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IQ.txt
[2025-12-30T20:24:54.788296] [INFO ] [sig       ] [1702/3539] Completed IQ in 0.4s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:54.788334] [INFO ] [sig       ] [1703/3539] Forecasting IQI...
[2025-12-30T20:24:54.788366] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-30T20:24:54.788397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-30T20:24:54.799565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-30T20:24:54.799916] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-30T20:24:54.800727] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-30T20:24:54.800781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:54.800837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:54.800865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:54.800924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:54.857835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:54.858680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:54.858778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:54.858811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:54.974747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:54.974898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:54.974937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:54.974965] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:54.978240] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-30T20:24:54.978504] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-30T20:24:54.978639] [INFO ] [sig       ] IQI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:55.118742] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IQI.txt
[2025-12-30T20:24:55.118879] [INFO ] [sig       ] [1703/3539] Completed IQI in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:55.118919] [INFO ] [sig       ] [1704/3539] Forecasting IQQQ...
[2025-12-30T20:24:55.118947] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-30T20:24:55.118977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-30T20:24:55.129846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-30T20:24:55.130144] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-30T20:24:55.131028] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-30T20:24:55.131080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:55.131111] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:55.131137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:55.131193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:55.187489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:55.188160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:55.188240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:55.188271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:55.304109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:55.304256] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:24:55.304297] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:55.304326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:55.307691] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-30T20:24:55.307963] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-30T20:24:55.308087] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:55.449114] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IQQQ.txt
[2025-12-30T20:24:55.449250] [INFO ] [sig       ] [1704/3539] Completed IQQQ in 0.3s | 2.88 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-30T20:24:55.449296] [INFO ] [sig       ] [1705/3539] Forecasting IRDM...
[2025-12-30T20:24:55.449328] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-30T20:24:55.449358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-30T20:24:55.460270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-30T20:24:55.460596] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-30T20:24:55.461430] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-30T20:24:55.461485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:55.461517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:55.461545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:55.461625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:55.518513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:55.519162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:55.519245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:55.519278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:55.638630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:55.638787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:55.638828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:55.638857] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:55.642175] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-30T20:24:55.642444] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-30T20:24:55.642567] [INFO ] [sig       ] IRDM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:55.784288] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IRDM.txt
[2025-12-30T20:24:55.784423] [INFO ] [sig       ] [1705/3539] Completed IRDM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:55.784462] [INFO ] [sig       ] [1706/3539] Forecasting IREN...
[2025-12-30T20:24:55.784491] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-30T20:24:55.784524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-30T20:24:55.796622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-30T20:24:55.796929] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-30T20:24:55.797726] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-30T20:24:55.797779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:55.797811] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:55.797839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:55.797897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:55.859608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:55.860529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:55.860686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:55.860723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:55.984605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:55.984759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:55.984800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:55.984863] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:55.988240] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-30T20:24:55.988514] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-30T20:24:55.988672] [INFO ] [sig       ] IREN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:56.129888] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IREN.txt
[2025-12-30T20:24:56.130039] [INFO ] [sig       ] [1706/3539] Completed IREN in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:56.130080] [INFO ] [sig       ] [1707/3539] Forecasting IRM...
[2025-12-30T20:24:56.130109] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-30T20:24:56.130140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-30T20:24:56.141191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-30T20:24:56.141486] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-30T20:24:56.142249] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-30T20:24:56.142301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:56.142331] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:56.142358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:56.142414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:56.199682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:56.200408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:56.200513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:56.200553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:56.324435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:56.324607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:56.324650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:56.324681] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:56.328053] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-30T20:24:56.328345] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-30T20:24:56.328494] [INFO ] [sig       ] IRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:56.478871] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IRM.txt
[2025-12-30T20:24:56.479021] [INFO ] [sig       ] [1707/3539] Completed IRM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:56.479064] [INFO ] [sig       ] [1708/3539] Forecasting IRMD...
[2025-12-30T20:24:56.479093] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-30T20:24:56.479124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-30T20:24:56.490074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-30T20:24:56.490360] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-30T20:24:56.491148] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-30T20:24:56.491202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:56.491234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:56.491261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:56.491324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:56.548798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:56.549420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:56.549501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:56.549536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:56.672913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:56.673061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:56.673102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:56.673148] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:56.676663] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-30T20:24:56.676940] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-30T20:24:56.677061] [INFO ] [sig       ] IRMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:56.820360] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IRMD.txt
[2025-12-30T20:24:56.820515] [INFO ] [sig       ] [1708/3539] Completed IRMD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:56.820558] [INFO ] [sig       ] [1709/3539] Forecasting IRON...
[2025-12-30T20:24:56.820607] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-30T20:24:56.820640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-30T20:24:56.832436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-30T20:24:56.832767] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-30T20:24:56.833569] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-30T20:24:56.833650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:56.833691] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:56.833720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:56.833778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:56.890250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:56.890941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:56.891040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:56.891082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:57.012506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:57.012676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:57.012717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:57.012746] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:57.016146] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-30T20:24:57.016452] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-30T20:24:57.016598] [INFO ] [sig       ] IRON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:57.159051] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IRON.txt
[2025-12-30T20:24:57.159186] [INFO ] [sig       ] [1709/3539] Completed IRON in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:57.159224] [INFO ] [sig       ] [1710/3539] Forecasting IRTC...
[2025-12-30T20:24:57.159253] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-30T20:24:57.159283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-30T20:24:57.170887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-30T20:24:57.171169] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-30T20:24:57.171941] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-30T20:24:57.171993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:57.172024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:57.172051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:57.172107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:57.230070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:57.230780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:57.230889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:57.230935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:57.352670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:57.352809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:57.352849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:57.352878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:57.356242] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-12-30T20:24:57.356535] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-30T20:24:57.356685] [INFO ] [sig       ] IRTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:57.503991] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IRTC.txt
[2025-12-30T20:24:57.504122] [INFO ] [sig       ] [1710/3539] Completed IRTC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:57.504177] [INFO ] [sig       ] [1711/3539] Forecasting IRWD...
[2025-12-30T20:24:57.504216] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-30T20:24:57.504254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-30T20:24:57.515691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-30T20:24:57.515982] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-30T20:24:57.516773] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-30T20:24:57.516826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:57.516858] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:57.516888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:57.516948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:57.573760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:57.574393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:57.574471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:57.574503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:57.695228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:57.695389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:57.695428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:57.695456] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:57.698799] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-30T20:24:57.699062] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-30T20:24:57.699183] [INFO ] [sig       ] IRWD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:57.839650] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IRWD.txt
[2025-12-30T20:24:57.839790] [INFO ] [sig       ] [1711/3539] Completed IRWD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:57.839828] [INFO ] [sig       ] [1712/3539] Forecasting ISD...
[2025-12-30T20:24:57.839858] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-30T20:24:57.839889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-30T20:24:57.851160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-30T20:24:57.851455] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-30T20:24:57.852219] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-30T20:24:57.852271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:57.852313] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:57.852344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:57.852401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:57.909764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:57.910628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:57.910718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:57.910751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:58.027961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:58.028125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:58.028168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:58.028199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:58.031809] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-30T20:24:58.032138] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-30T20:24:58.032278] [INFO ] [sig       ] ISD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:58.181990] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ISD.txt
[2025-12-30T20:24:58.182155] [INFO ] [sig       ] [1712/3539] Completed ISD in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:58.182197] [INFO ] [sig       ] [1713/3539] Forecasting ISRG...
[2025-12-30T20:24:58.182227] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-30T20:24:58.182258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-30T20:24:58.193718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-30T20:24:58.194075] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-30T20:24:58.194905] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-30T20:24:58.194958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:58.194989] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:58.195016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:58.195074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:58.253055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:58.254039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:58.254171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:58.254206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:58.374087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:58.374250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:58.374292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:58.374322] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:58.377847] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-30T20:24:58.378151] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-30T20:24:58.378280] [INFO ] [sig       ] ISRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:58.524206] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ISRG.txt
[2025-12-30T20:24:58.524364] [INFO ] [sig       ] [1713/3539] Completed ISRG in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-30T20:24:58.524405] [INFO ] [sig       ] [1714/3539] Forecasting ISSC...
[2025-12-30T20:24:58.524435] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-30T20:24:58.524465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-30T20:24:58.536476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-30T20:24:58.536904] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-30T20:24:58.537766] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-30T20:24:58.537821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:58.537855] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:58.537882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:58.537940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:58.595731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:58.596566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:58.596670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:58.596702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:58.719270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:58.719430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:58.719471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:58.719500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:58.722861] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-30T20:24:58.723151] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-30T20:24:58.723278] [INFO ] [sig       ] ISSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:58.865902] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ISSC.txt
[2025-12-30T20:24:58.866041] [INFO ] [sig       ] [1714/3539] Completed ISSC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:24:58.866080] [INFO ] [sig       ] [1715/3539] Forecasting ISTB...
[2025-12-30T20:24:58.866109] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-30T20:24:58.866139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-30T20:24:58.877176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-30T20:24:58.877461] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-30T20:24:58.878240] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-30T20:24:58.878292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:58.878322] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:58.878348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:58.878404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:58.934320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:58.934956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:58.935036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:58.935068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:59.054807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:59.054970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:59.055031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:59.055061] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:59.058825] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-12-30T20:24:59.059102] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-30T20:24:59.059237] [INFO ] [sig       ] ISTB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:24:59.198537] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ISTB.txt
[2025-12-30T20:24:59.198688] [INFO ] [sig       ] [1715/3539] Completed ISTB in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:24:59.198744] [INFO ] [sig       ] [1716/3539] Forecasting ITIC...
[2025-12-30T20:24:59.198779] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-30T20:24:59.198821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-30T20:24:59.209849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-30T20:24:59.210162] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-30T20:24:59.210963] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-30T20:24:59.211015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:59.211046] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:59.211072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:59.211142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:59.267940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:59.268640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:59.268732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:59.268766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:59.371131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:59.371277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:59.371319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:59.371350] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:59.374826] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-30T20:24:59.375100] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-30T20:24:59.375225] [INFO ] [sig       ] ITIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:59.517537] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ITIC.txt
[2025-12-30T20:24:59.517719] [INFO ] [sig       ] [1716/3539] Completed ITIC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:24:59.517760] [INFO ] [sig       ] [1717/3539] Forecasting ITRI...
[2025-12-30T20:24:59.517790] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-30T20:24:59.517820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-30T20:24:59.529182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-30T20:24:59.529484] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-30T20:24:59.530259] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-30T20:24:59.530310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:59.530342] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:59.530369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:59.530426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:59.587634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:59.588311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:59.588392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:59.588424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:24:59.710216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:24:59.710363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:24:59.710403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:24:59.710431] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:24:59.713741] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-30T20:24:59.714027] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-30T20:24:59.714151] [INFO ] [sig       ] ITRI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:24:59.861796] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ITRI.txt
[2025-12-30T20:24:59.861946] [INFO ] [sig       ] [1717/3539] Completed ITRI in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:24:59.861992] [INFO ] [sig       ] [1718/3539] Forecasting ITRN...
[2025-12-30T20:24:59.862022] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-30T20:24:59.862052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-30T20:24:59.873242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-30T20:24:59.873551] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-30T20:24:59.874382] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-30T20:24:59.874442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:24:59.874475] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:24:59.874502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:24:59.874561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:24:59.931701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:24:59.932354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:24:59.932436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:24:59.932469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:00.057864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:00.058026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:00.058068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:00.058096] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:00.061448] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-30T20:25:00.061773] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-30T20:25:00.061905] [INFO ] [sig       ] ITRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:00.203276] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ITRN.txt
[2025-12-30T20:25:00.203431] [INFO ] [sig       ] [1718/3539] Completed ITRN in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:25:00.203470] [INFO ] [sig       ] [1719/3539] Forecasting ITUB...
[2025-12-30T20:25:00.203502] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-30T20:25:00.203533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-30T20:25:00.215159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-30T20:25:00.215512] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-30T20:25:00.216288] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-30T20:25:00.216340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:00.216372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:00.216399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:00.216456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:00.272959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:00.273787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:00.273883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:00.273915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:00.396375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:00.396491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:00.396531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:00.396617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:00.399912] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-30T20:25:00.400177] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-30T20:25:00.400296] [INFO ] [sig       ] ITUB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:00.542959] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ITUB.txt
[2025-12-30T20:25:00.543121] [INFO ] [sig       ] [1719/3539] Completed ITUB in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:25:00.543161] [INFO ] [sig       ] [1720/3539] Forecasting IUS...
[2025-12-30T20:25:00.543191] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-30T20:25:00.543222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-30T20:25:00.554732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-30T20:25:00.555000] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-30T20:25:00.555816] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-30T20:25:00.555867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:00.555922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:00.555950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:00.556008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:00.612743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:00.613319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:00.613406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:00.613440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:00.732438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:00.732557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:00.732612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:00.732642] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:00.735809] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=44.28%)
[2025-12-30T20:25:00.736074] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-30T20:25:00.736193] [INFO ] [sig       ] IUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:00.876226] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IUS.txt
[2025-12-30T20:25:00.876384] [INFO ] [sig       ] [1720/3539] Completed IUS in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:25:00.876432] [INFO ] [sig       ] [1721/3539] Forecasting IUSB...
[2025-12-30T20:25:00.876467] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-30T20:25:00.876503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-30T20:25:00.887518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-30T20:25:00.887928] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-30T20:25:00.888729] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-30T20:25:00.888780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:00.888811] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:00.888837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:00.888895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:00.946198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:00.947003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:00.947085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:00.947130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:01.064670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:01.064828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:01.064868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:01.064896] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:01.068445] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-30T20:25:01.068851] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-30T20:25:01.068991] [INFO ] [sig       ] IUSB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:01.209289] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IUSB.txt
[2025-12-30T20:25:01.209432] [INFO ] [sig       ] [1721/3539] Completed IUSB in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-30T20:25:01.209472] [INFO ] [sig       ] [1722/3539] Forecasting IUSG...
[2025-12-30T20:25:01.209501] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-30T20:25:01.209531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-30T20:25:01.221400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-30T20:25:01.221743] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-30T20:25:01.222523] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-30T20:25:01.222592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:01.222628] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:01.222655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:01.222713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:01.282112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:01.282791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:01.282874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:01.282908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:01.408021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:01.408197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:01.408238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:01.408267] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:01.411948] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-30T20:25:01.412239] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-30T20:25:01.412366] [INFO ] [sig       ] IUSG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:01.554505] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IUSG.txt
[2025-12-30T20:25:01.554665] [INFO ] [sig       ] [1722/3539] Completed IUSG in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:01.554705] [INFO ] [sig       ] [1723/3539] Forecasting IVAL...
[2025-12-30T20:25:01.554734] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-30T20:25:01.554767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-30T20:25:01.566635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-30T20:25:01.566941] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-30T20:25:01.567744] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-30T20:25:01.567797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:01.567828] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:01.567865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:01.567923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:01.624834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:01.625675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:01.625762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:01.625796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:01.744411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:01.744594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:01.744639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:01.744703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:01.748783] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-30T20:25:01.749089] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-30T20:25:01.749421] [INFO ] [sig       ] IVAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:01.909682] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IVAL.txt
[2025-12-30T20:25:01.909861] [INFO ] [sig       ] [1723/3539] Completed IVAL in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:01.909905] [INFO ] [sig       ] [1724/3539] Forecasting IVZ...
[2025-12-30T20:25:01.909934] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-30T20:25:01.909965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-30T20:25:01.922838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-30T20:25:01.923230] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-30T20:25:01.924076] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-30T20:25:01.924133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:01.924177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:01.924206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:01.924279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:01.982999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:01.983958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:01.984047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:01.984081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:02.114369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:02.114547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:02.114605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:02.114637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:02.118152] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-30T20:25:02.118460] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-30T20:25:02.118611] [INFO ] [sig       ] IVZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:02.266910] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IVZ.txt
[2025-12-30T20:25:02.267081] [INFO ] [sig       ] [1724/3539] Completed IVZ in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:02.267125] [INFO ] [sig       ] [1725/3539] Forecasting IX...
[2025-12-30T20:25:02.267157] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-30T20:25:02.267195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-30T20:25:02.279333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-30T20:25:02.279762] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-30T20:25:02.280694] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-30T20:25:02.280756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:02.280798] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:02.280826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:02.280887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:02.342748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:02.343731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:02.343832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:02.343869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:02.473196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:02.473354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:02.473394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:02.473423] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:02.477017] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-30T20:25:02.477353] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-30T20:25:02.477504] [INFO ] [sig       ] IX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:02.628261] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/IX.txt
[2025-12-30T20:25:02.628427] [INFO ] [sig       ] [1725/3539] Completed IX in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:02.628468] [INFO ] [sig       ] [1726/3539] Forecasting IXUS...
[2025-12-30T20:25:02.628500] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-30T20:25:02.628533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-30T20:25:02.641172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-30T20:25:02.641597] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-30T20:25:02.642450] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-30T20:25:02.642505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:02.642538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:02.642566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:02.642654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:02.707484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:02.708380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:02.708469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:02.708502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:02.837255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:02.837415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:02.837461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:02.837490] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:02.841109] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=39.83%)
[2025-12-30T20:25:02.841407] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-30T20:25:02.841546] [INFO ] [sig       ] IXUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:02.985176] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IXUS.txt
[2025-12-30T20:25:02.985342] [INFO ] [sig       ] [1726/3539] Completed IXUS in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:02.985382] [INFO ] [sig       ] [1727/3539] Forecasting IZEA...
[2025-12-30T20:25:02.985413] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-30T20:25:02.985449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-30T20:25:02.996828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-30T20:25:02.997184] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-30T20:25:02.997999] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-30T20:25:02.998052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:02.998083] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:02.998109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:02.998170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:03.056759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:03.057655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:03.057741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:03.057774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:03.179686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:03.179866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:03.179923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:03.179953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:03.183501] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-12-30T20:25:03.183810] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-30T20:25:03.183939] [INFO ] [sig       ] IZEA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:03.335304] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/IZEA.txt
[2025-12-30T20:25:03.335459] [INFO ] [sig       ] [1727/3539] Completed IZEA in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:03.335499] [INFO ] [sig       ] [1728/3539] Forecasting J...
[2025-12-30T20:25:03.335529] [INFO ] [sig       ] Generating forecast for: J
[2025-12-30T20:25:03.335562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-30T20:25:03.347674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-30T20:25:03.348000] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-30T20:25:03.348803] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-30T20:25:03.348855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:03.348886] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:03.348913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:03.348969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:03.405748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:03.406625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:03.406710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:03.406742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:03.527082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:03.527241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:03.527281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:03.527309] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:03.530725] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-30T20:25:03.531012] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-30T20:25:03.531137] [INFO ] [sig       ] J: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:03.675755] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/J.txt
[2025-12-30T20:25:03.675941] [INFO ] [sig       ] [1728/3539] Completed J in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:03.675982] [INFO ] [sig       ] [1729/3539] Forecasting JACK...
[2025-12-30T20:25:03.676013] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-30T20:25:03.676043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-30T20:25:03.687476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-30T20:25:03.687823] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-30T20:25:03.688596] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-30T20:25:03.688649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:03.688680] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:03.688707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:03.688808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:03.745470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:03.746383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:03.746467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:03.746500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:03.866019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:03.866181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:03.866222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:03.866250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:03.869658] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-30T20:25:03.869931] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-30T20:25:03.870060] [INFO ] [sig       ] JACK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:04.012135] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JACK.txt
[2025-12-30T20:25:04.012314] [INFO ] [sig       ] [1729/3539] Completed JACK in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:04.012355] [INFO ] [sig       ] [1730/3539] Forecasting JAGX...
[2025-12-30T20:25:04.012384] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-30T20:25:04.012413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-30T20:25:04.023931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-30T20:25:04.024242] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-30T20:25:04.025032] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-30T20:25:04.025085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:04.025117] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:04.025144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:04.025205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:04.082073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:04.082955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:04.083069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:04.083102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:04.200372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:04.200543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:04.200604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:04.200635] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:04.203978] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-30T20:25:04.204267] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-30T20:25:04.204392] [INFO ] [sig       ] JAGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:04.354424] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JAGX.txt
[2025-12-30T20:25:04.354607] [INFO ] [sig       ] [1730/3539] Completed JAGX in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-30T20:25:04.354649] [INFO ] [sig       ] [1731/3539] Forecasting JAKK...
[2025-12-30T20:25:04.354679] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-30T20:25:04.354709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-30T20:25:04.366657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-30T20:25:04.366986] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-30T20:25:04.367793] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-30T20:25:04.367845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:04.367876] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:04.367903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:04.367960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:04.429007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:04.429928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:04.430018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:04.430051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:04.557923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:04.558103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:04.558153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:04.558184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:04.561680] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-30T20:25:04.561963] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-30T20:25:04.562090] [INFO ] [sig       ] JAKK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:04.711879] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JAKK.txt
[2025-12-30T20:25:04.712027] [INFO ] [sig       ] [1731/3539] Completed JAKK in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:04.712067] [INFO ] [sig       ] [1732/3539] Forecasting JAMF...
[2025-12-30T20:25:04.712096] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-30T20:25:04.712136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-30T20:25:04.724962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-30T20:25:04.725252] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-30T20:25:04.726079] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-30T20:25:04.726132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:04.726163] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:04.726190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:04.726253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:04.783779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:04.784430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:04.784515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:04.784548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:04.903459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:04.903653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:04.903698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:04.903728] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:04.907026] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-30T20:25:04.907292] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-30T20:25:04.907415] [INFO ] [sig       ] JAMF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:05.048519] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JAMF.txt
[2025-12-30T20:25:05.048697] [INFO ] [sig       ] [1732/3539] Completed JAMF in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:05.048762] [INFO ] [sig       ] [1733/3539] Forecasting JANX...
[2025-12-30T20:25:05.048793] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-30T20:25:05.048825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-30T20:25:05.060853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-30T20:25:05.061269] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-30T20:25:05.062062] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-30T20:25:05.062116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:05.062148] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:05.062176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:05.062234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:05.120792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:05.121649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:05.121733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:05.121765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:05.249309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:05.249508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:05.249562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:05.249617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:05.253224] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-30T20:25:05.253511] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-30T20:25:05.253668] [INFO ] [sig       ] JANX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:05.397939] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JANX.txt
[2025-12-30T20:25:05.398090] [INFO ] [sig       ] [1733/3539] Completed JANX in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:05.398129] [INFO ] [sig       ] [1734/3539] Forecasting JAZZ...
[2025-12-30T20:25:05.398158] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-30T20:25:05.398188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-30T20:25:05.410292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-30T20:25:05.410638] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-30T20:25:05.411426] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-30T20:25:05.411481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:05.411513] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:05.411539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:05.411615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:05.468945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:05.469881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:05.469967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:05.469999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:05.591459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:05.591634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:05.591677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:05.591706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:05.595037] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-30T20:25:05.595303] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-30T20:25:05.595422] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:05.735889] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JAZZ.txt
[2025-12-30T20:25:05.736013] [INFO ] [sig       ] [1734/3539] Completed JAZZ in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:05.736051] [INFO ] [sig       ] [1735/3539] Forecasting JBGS...
[2025-12-30T20:25:05.736079] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-30T20:25:05.736109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-30T20:25:05.747398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-30T20:25:05.747687] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-30T20:25:05.748437] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-30T20:25:05.748488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:05.748518] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:05.748544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:05.748619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:05.805260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:05.805906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:05.805986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:05.806018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:05.926514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:05.926682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:05.926723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:05.926752] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:05.930109] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-30T20:25:05.930375] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-30T20:25:05.930496] [INFO ] [sig       ] JBGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:06.072108] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JBGS.txt
[2025-12-30T20:25:06.072273] [INFO ] [sig       ] [1735/3539] Completed JBGS in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:06.072312] [INFO ] [sig       ] [1736/3539] Forecasting JBI...
[2025-12-30T20:25:06.072340] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-30T20:25:06.072372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-30T20:25:06.084531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-30T20:25:06.084945] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-30T20:25:06.085776] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-30T20:25:06.085841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:06.085875] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:06.085903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:06.085961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:06.146233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:06.147128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:06.147221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:06.147255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:06.266518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:06.266699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:06.266742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:06.266771] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:06.270223] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-12-30T20:25:06.270509] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-30T20:25:06.270657] [INFO ] [sig       ] JBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:06.417296] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JBI.txt
[2025-12-30T20:25:06.417448] [INFO ] [sig       ] [1736/3539] Completed JBI in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:06.417488] [INFO ] [sig       ] [1737/3539] Forecasting JBL...
[2025-12-30T20:25:06.417517] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-30T20:25:06.417549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-30T20:25:06.429538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-30T20:25:06.429944] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-30T20:25:06.430769] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-30T20:25:06.430823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:06.430882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:06.430910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:06.430968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:06.491293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:06.492167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:06.492257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:06.492291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:06.610494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:06.610679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:06.610720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:06.610748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:06.614171] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-30T20:25:06.614457] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-30T20:25:06.614603] [INFO ] [sig       ] JBL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:06.763935] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JBL.txt
[2025-12-30T20:25:06.764094] [INFO ] [sig       ] [1737/3539] Completed JBL in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:06.764135] [INFO ] [sig       ] [1738/3539] Forecasting JBND...
[2025-12-30T20:25:06.764165] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-30T20:25:06.764198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-30T20:25:06.775819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-30T20:25:06.776208] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-30T20:25:06.777017] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-30T20:25:06.777069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:06.777100] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:06.777126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:06.777184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:06.837459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:06.838355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:06.838446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:06.838480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:06.959350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:06.959511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:06.959556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:06.959606] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:06.963139] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-30T20:25:06.963455] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-30T20:25:06.963614] [INFO ] [sig       ] JBND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:07.108461] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JBND.txt
[2025-12-30T20:25:07.108639] [INFO ] [sig       ] [1738/3539] Completed JBND in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:07.108681] [INFO ] [sig       ] [1739/3539] Forecasting JBSS...
[2025-12-30T20:25:07.108738] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-30T20:25:07.108773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-30T20:25:07.119925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-30T20:25:07.120279] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-30T20:25:07.121055] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-30T20:25:07.121107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:07.121138] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:07.121165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:07.121222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:07.180167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:07.181044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:07.181133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:07.181168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:07.304058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:07.304221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:07.304264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:07.304295] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:07.307790] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-30T20:25:07.308083] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-30T20:25:07.308213] [INFO ] [sig       ] JBSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:07.453312] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JBSS.txt
[2025-12-30T20:25:07.453471] [INFO ] [sig       ] [1739/3539] Completed JBSS in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-30T20:25:07.453519] [INFO ] [sig       ] [1740/3539] Forecasting JCE...
[2025-12-30T20:25:07.453551] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-30T20:25:07.453605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-30T20:25:07.465411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-30T20:25:07.465770] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-30T20:25:07.466609] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-30T20:25:07.466663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:07.466695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:07.466721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:07.466778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:07.530204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:07.531201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:07.531291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:07.531326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:07.649986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:07.650163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:07.650205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:07.650270] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:07.653759] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-30T20:25:07.654046] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-30T20:25:07.654174] [INFO ] [sig       ] JCE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:07.799712] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JCE.txt
[2025-12-30T20:25:07.799889] [INFO ] [sig       ] [1740/3539] Completed JCE in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:07.799931] [INFO ] [sig       ] [1741/3539] Forecasting JCI...
[2025-12-30T20:25:07.799960] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-30T20:25:07.799993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-30T20:25:07.812196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-30T20:25:07.812630] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-30T20:25:07.813431] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-30T20:25:07.813485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:07.813517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:07.813544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:07.813625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:07.873674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:07.874519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:07.874628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:07.874665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:07.995953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:07.996113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:07.996157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:07.996185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:07.999522] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=69.07%)
[2025-12-30T20:25:07.999826] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-30T20:25:07.999973] [INFO ] [sig       ] JCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:08.147187] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JCI.txt
[2025-12-30T20:25:08.147352] [INFO ] [sig       ] [1741/3539] Completed JCI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:08.147391] [INFO ] [sig       ] [1742/3539] Forecasting JD...
[2025-12-30T20:25:08.147420] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-30T20:25:08.147451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-30T20:25:08.160405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-30T20:25:08.160822] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-30T20:25:08.161627] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-30T20:25:08.161682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:08.161715] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:08.161742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:08.161801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:08.222010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:08.222930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:08.223041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:08.223082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:08.348483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:08.348690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:08.348968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:08.349003] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:08.353323] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-30T20:25:08.353679] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-30T20:25:08.354015] [INFO ] [sig       ] JD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:08.503335] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JD.txt
[2025-12-30T20:25:08.503493] [INFO ] [sig       ] [1742/3539] Completed JD in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:08.503532] [INFO ] [sig       ] [1743/3539] Forecasting JEF...
[2025-12-30T20:25:08.503561] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-30T20:25:08.503620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-30T20:25:08.516029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-30T20:25:08.516402] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-30T20:25:08.517229] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-30T20:25:08.517281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:08.517312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:08.517339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:08.517397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:08.576275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:08.577161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:08.577251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:08.577286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:08.701862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:08.702029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:08.702086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:08.702118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:08.705614] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-30T20:25:08.705911] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-30T20:25:08.706043] [INFO ] [sig       ] JEF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:08.849306] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JEF.txt
[2025-12-30T20:25:08.849465] [INFO ] [sig       ] [1743/3539] Completed JEF in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:08.849505] [INFO ] [sig       ] [1744/3539] Forecasting JELD...
[2025-12-30T20:25:08.849535] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-30T20:25:08.849566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-30T20:25:08.861503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-30T20:25:08.861888] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-30T20:25:08.862661] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-30T20:25:08.862713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:08.862745] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:08.862772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:08.862829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:08.920181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:08.921048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:08.921133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:08.921165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:09.044447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:09.044643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:09.044691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:09.044722] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:09.048222] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-30T20:25:09.048534] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-30T20:25:09.048694] [INFO ] [sig       ] JELD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:09.191177] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JELD.txt
[2025-12-30T20:25:09.191336] [INFO ] [sig       ] [1744/3539] Completed JELD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:09.191375] [INFO ] [sig       ] [1745/3539] Forecasting JEPQ...
[2025-12-30T20:25:09.191405] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-30T20:25:09.191435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-30T20:25:09.203687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-30T20:25:09.204050] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-30T20:25:09.204848] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-30T20:25:09.204901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:09.204933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:09.204960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:09.205017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:09.262025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:09.262959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:09.263061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:09.263094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:09.388117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:09.388280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:09.388321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:09.388351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:09.391724] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-30T20:25:09.391996] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-30T20:25:09.392119] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:09.533788] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JEPQ.txt
[2025-12-30T20:25:09.533946] [INFO ] [sig       ] [1745/3539] Completed JEPQ in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:09.533986] [INFO ] [sig       ] [1746/3539] Forecasting JFIN...
[2025-12-30T20:25:09.534015] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-30T20:25:09.534047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-30T20:25:09.545921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-30T20:25:09.546308] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-30T20:25:09.547103] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-30T20:25:09.547155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:09.547187] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:09.547213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:09.547270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:09.604927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:09.605809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:09.605898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:09.605930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:09.726139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:09.726298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:09.726339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:09.726367] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:09.729740] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-30T20:25:09.730016] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-30T20:25:09.730144] [INFO ] [sig       ] JFIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:09.875016] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JFIN.txt
[2025-12-30T20:25:09.875180] [INFO ] [sig       ] [1746/3539] Completed JFIN in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:09.875220] [INFO ] [sig       ] [1747/3539] Forecasting JGLO...
[2025-12-30T20:25:09.875250] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-30T20:25:09.875280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-30T20:25:09.887056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-30T20:25:09.887439] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-30T20:25:09.888279] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-30T20:25:09.888334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:09.888379] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:09.888410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:09.888469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:09.950664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:09.951546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:09.951682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:09.951717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:10.072061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:10.072225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:10.072264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:10.072292] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:10.075845] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-30T20:25:10.076130] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-30T20:25:10.076258] [INFO ] [sig       ] JGLO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:10.218987] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JGLO.txt
[2025-12-30T20:25:10.219145] [INFO ] [sig       ] [1747/3539] Completed JGLO in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-30T20:25:10.219185] [INFO ] [sig       ] [1748/3539] Forecasting JHG...
[2025-12-30T20:25:10.219217] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-30T20:25:10.219248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-30T20:25:10.230959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-30T20:25:10.231358] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-30T20:25:10.232199] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-30T20:25:10.232253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:10.232285] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:10.232312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:10.232371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:10.292979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:10.293863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:10.293952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:10.293985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:10.418373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:10.418535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:10.418593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:10.418625] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:10.421994] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2025-12-30T20:25:10.422298] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-30T20:25:10.422431] [INFO ] [sig       ] JHG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:10.565728] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JHG.txt
[2025-12-30T20:25:10.565886] [INFO ] [sig       ] [1748/3539] Completed JHG in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:10.565925] [INFO ] [sig       ] [1749/3539] Forecasting JHI...
[2025-12-30T20:25:10.565956] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-30T20:25:10.565987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-30T20:25:10.577738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-30T20:25:10.578115] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-30T20:25:10.578921] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-30T20:25:10.578972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:10.579003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:10.579030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:10.579087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:10.638915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:10.639909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:10.639996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:10.640028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:10.746376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:10.746538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:10.746599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:10.746631] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:10.750077] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-30T20:25:10.750401] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-30T20:25:10.750535] [INFO ] [sig       ] JHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:10.892375] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JHI.txt
[2025-12-30T20:25:10.892532] [INFO ] [sig       ] [1749/3539] Completed JHI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:10.892590] [INFO ] [sig       ] [1750/3539] Forecasting JHX...
[2025-12-30T20:25:10.892623] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-30T20:25:10.892660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-30T20:25:10.904710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-30T20:25:10.905032] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-30T20:25:10.905825] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-30T20:25:10.905877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:10.905909] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:10.905935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:10.905992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:10.961814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:10.962467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:10.962549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:10.962600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:11.079562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:11.079702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:11.079739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:11.079769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:11.082997] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-30T20:25:11.083260] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-30T20:25:11.083380] [INFO ] [sig       ] JHX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:11.222854] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JHX.txt
[2025-12-30T20:25:11.223004] [INFO ] [sig       ] [1750/3539] Completed JHX in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:11.223043] [INFO ] [sig       ] [1751/3539] Forecasting JILL...
[2025-12-30T20:25:11.223078] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-30T20:25:11.223109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-30T20:25:11.235600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-30T20:25:11.235881] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-30T20:25:11.236701] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-30T20:25:11.236762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:11.236803] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:11.236837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:11.236914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:11.293793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:11.294420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:11.294504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:11.294536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:11.413063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:11.413225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:11.413266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:11.413294] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:11.416725] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-30T20:25:11.417021] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-30T20:25:11.417147] [INFO ] [sig       ] JILL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:11.557816] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JILL.txt
[2025-12-30T20:25:11.557933] [INFO ] [sig       ] [1751/3539] Completed JILL in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:11.557971] [INFO ] [sig       ] [1752/3539] Forecasting JIVE...
[2025-12-30T20:25:11.558000] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-30T20:25:11.558030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-30T20:25:11.569726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-30T20:25:11.570131] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-30T20:25:11.570949] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-30T20:25:11.571004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:11.571035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:11.571061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:11.571119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:11.629362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:11.630289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:11.630378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:11.630410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:11.740206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:11.740388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:11.740431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:11.740460] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:11.744107] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-30T20:25:11.744462] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-30T20:25:11.744617] [INFO ] [sig       ] JIVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:11.892745] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JIVE.txt
[2025-12-30T20:25:11.892912] [INFO ] [sig       ] [1752/3539] Completed JIVE in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:11.892951] [INFO ] [sig       ] [1753/3539] Forecasting JJSF...
[2025-12-30T20:25:11.892980] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-30T20:25:11.893011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-30T20:25:11.905497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-30T20:25:11.905920] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-30T20:25:11.906708] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-30T20:25:11.906761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:11.906793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:11.906819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:11.906876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:11.964335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:11.965243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:11.965330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:11.965362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:12.087711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:12.087896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:12.087937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:12.087967] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:12.091434] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-30T20:25:12.091756] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-30T20:25:12.091887] [INFO ] [sig       ] JJSF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:12.235843] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JJSF.txt
[2025-12-30T20:25:12.235994] [INFO ] [sig       ] [1753/3539] Completed JJSF in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:12.236034] [INFO ] [sig       ] [1754/3539] Forecasting JKHY...
[2025-12-30T20:25:12.236062] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-30T20:25:12.236095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-30T20:25:12.248089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-30T20:25:12.248461] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-30T20:25:12.249273] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-30T20:25:12.249326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:12.249383] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:12.249411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:12.249469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:12.306541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:12.307393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:12.307482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:12.307514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:12.426796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:12.426953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:12.426995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:12.427040] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:12.430405] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-30T20:25:12.430722] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-30T20:25:12.430852] [INFO ] [sig       ] JKHY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:12.573229] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JKHY.txt
[2025-12-30T20:25:12.573382] [INFO ] [sig       ] [1754/3539] Completed JKHY in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:12.573423] [INFO ] [sig       ] [1755/3539] Forecasting JKS...
[2025-12-30T20:25:12.573452] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-30T20:25:12.573484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-30T20:25:12.585103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-30T20:25:12.585472] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-30T20:25:12.586441] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-30T20:25:12.586494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:12.586526] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:12.586552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:12.586630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:12.643625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:12.644451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:12.644536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:12.644568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:12.764395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:12.764556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:12.764615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:12.764645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:12.768032] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-30T20:25:12.768318] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-30T20:25:12.768449] [INFO ] [sig       ] JKS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:12.915765] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JKS.txt
[2025-12-30T20:25:12.915942] [INFO ] [sig       ] [1755/3539] Completed JKS in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:12.915983] [INFO ] [sig       ] [1756/3539] Forecasting JLL...
[2025-12-30T20:25:12.916013] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-30T20:25:12.916044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-30T20:25:12.927931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-30T20:25:12.928307] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-30T20:25:12.929133] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-30T20:25:12.929185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:12.929216] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:12.929243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:12.929300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:12.986233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:12.987093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:12.987177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:12.987226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:13.109702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:13.109865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:13.109905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:13.109935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:13.113273] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-30T20:25:13.113556] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-30T20:25:13.113706] [INFO ] [sig       ] JLL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:13.256342] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JLL.txt
[2025-12-30T20:25:13.256499] [INFO ] [sig       ] [1756/3539] Completed JLL in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-30T20:25:13.256538] [INFO ] [sig       ] [1757/3539] Forecasting JLS...
[2025-12-30T20:25:13.256567] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-30T20:25:13.256621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-30T20:25:13.268011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-30T20:25:13.268375] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-30T20:25:13.269185] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-30T20:25:13.269237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:13.269267] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:13.269294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:13.269350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:13.326467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:13.327353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:13.327441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:13.327473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:13.436279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:13.436439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:13.436480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:13.436545] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:13.439946] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-30T20:25:13.440237] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-30T20:25:13.440362] [INFO ] [sig       ] JLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:13.583919] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JLS.txt
[2025-12-30T20:25:13.584075] [INFO ] [sig       ] [1757/3539] Completed JLS in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:13.584114] [INFO ] [sig       ] [1758/3539] Forecasting JMIA...
[2025-12-30T20:25:13.584144] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-30T20:25:13.584176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-30T20:25:13.595835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-30T20:25:13.596210] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-30T20:25:13.596984] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-30T20:25:13.597036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:13.597066] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:13.597092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:13.597161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:13.657304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:13.658242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:13.658330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:13.658362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:13.779761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:13.779925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:13.779967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:13.779996] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:13.783451] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-30T20:25:13.783792] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-30T20:25:13.783927] [INFO ] [sig       ] JMIA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:13.925634] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JMIA.txt
[2025-12-30T20:25:13.925790] [INFO ] [sig       ] [1758/3539] Completed JMIA in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:13.925829] [INFO ] [sig       ] [1759/3539] Forecasting JMSB...
[2025-12-30T20:25:13.925858] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-30T20:25:13.925890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-30T20:25:13.937095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-30T20:25:13.937445] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-30T20:25:13.938221] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-30T20:25:13.938273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:13.938303] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:13.938330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:13.938387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:13.995221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:13.996086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:13.996173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:13.996204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:14.097502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:14.097680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:14.097721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:14.097750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:14.101096] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-30T20:25:14.101384] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-30T20:25:14.101510] [INFO ] [sig       ] JMSB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:14.247085] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JMSB.txt
[2025-12-30T20:25:14.247242] [INFO ] [sig       ] [1759/3539] Completed JMSB in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:14.247282] [INFO ] [sig       ] [1760/3539] Forecasting JNJ...
[2025-12-30T20:25:14.247311] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-30T20:25:14.247343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-30T20:25:14.259290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-30T20:25:14.259678] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-30T20:25:14.260435] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-30T20:25:14.260500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:14.260532] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:14.260558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:14.260641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:14.318240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:14.319129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:14.319213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:14.319245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:14.445750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:14.445931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:14.445972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:14.445999] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:14.449937] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-30T20:25:14.450265] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-30T20:25:14.450399] [INFO ] [sig       ] JNJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:14.594097] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JNJ.txt
[2025-12-30T20:25:14.594251] [INFO ] [sig       ] [1760/3539] Completed JNJ in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:14.594291] [INFO ] [sig       ] [1761/3539] Forecasting JOBY...
[2025-12-30T20:25:14.594322] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-30T20:25:14.594352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-30T20:25:14.606180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-30T20:25:14.606555] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-30T20:25:14.607349] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-30T20:25:14.607402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:14.607433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:14.607459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:14.607516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:14.664882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:14.665763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:14.665852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:14.665884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:14.785093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:14.785256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:14.785297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:14.785325] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:14.788696] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-30T20:25:14.789008] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-30T20:25:14.789136] [INFO ] [sig       ] JOBY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:14.932489] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JOBY.txt
[2025-12-30T20:25:14.932677] [INFO ] [sig       ] [1761/3539] Completed JOBY in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:14.932722] [INFO ] [sig       ] [1762/3539] Forecasting JOE...
[2025-12-30T20:25:14.932752] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-30T20:25:14.932783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-30T20:25:14.944485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-30T20:25:14.944894] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-30T20:25:14.945685] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-30T20:25:14.945738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:14.945769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:14.945795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:14.945852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:15.003360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:15.004232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:15.004318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:15.004350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:15.124020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:15.124182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:15.124222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:15.124251] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:15.127654] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-30T20:25:15.127971] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-30T20:25:15.128103] [INFO ] [sig       ] JOE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:15.276256] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JOE.txt
[2025-12-30T20:25:15.276414] [INFO ] [sig       ] [1762/3539] Completed JOE in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:15.276454] [INFO ] [sig       ] [1763/3539] Forecasting JOF...
[2025-12-30T20:25:15.276483] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-30T20:25:15.276514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-30T20:25:15.288050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-30T20:25:15.288453] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-30T20:25:15.289259] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-30T20:25:15.289310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:15.289341] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:15.289367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:15.289425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:15.346428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:15.347323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:15.347409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:15.347441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:15.461962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:15.462122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:15.462162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:15.462191] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:15.465596] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-30T20:25:15.465895] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-30T20:25:15.466024] [INFO ] [sig       ] JOF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:15.609100] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JOF.txt
[2025-12-30T20:25:15.609264] [INFO ] [sig       ] [1763/3539] Completed JOF in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:15.609306] [INFO ] [sig       ] [1764/3539] Forecasting JPC...
[2025-12-30T20:25:15.609335] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-30T20:25:15.609365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-30T20:25:15.621019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-30T20:25:15.621409] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-30T20:25:15.622191] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-30T20:25:15.622242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:15.622274] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:15.622301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:15.622359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:15.679332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:15.680187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:15.680306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:15.680339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:15.796219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:15.796380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:15.796422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:15.796451] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:15.799848] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-30T20:25:15.800140] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-30T20:25:15.800269] [INFO ] [sig       ] JPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:15.946136] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JPC.txt
[2025-12-30T20:25:15.946303] [INFO ] [sig       ] [1764/3539] Completed JPC in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-30T20:25:15.946346] [INFO ] [sig       ] [1765/3539] Forecasting JPEF...
[2025-12-30T20:25:15.946376] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-30T20:25:15.946406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-30T20:25:15.957783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-30T20:25:15.958140] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-30T20:25:15.958965] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-30T20:25:15.959018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:15.959050] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:15.959077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:15.959134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:16.016151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:16.017012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:16.017100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:16.017132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:16.134627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:16.134789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:16.134829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:16.134858] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:16.138170] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-30T20:25:16.138472] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-30T20:25:16.138616] [INFO ] [sig       ] JPEF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:16.280702] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JPEF.txt
[2025-12-30T20:25:16.280858] [INFO ] [sig       ] [1765/3539] Completed JPEF in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:16.280898] [INFO ] [sig       ] [1766/3539] Forecasting JPM...
[2025-12-30T20:25:16.280928] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-30T20:25:16.280959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-30T20:25:16.292863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-30T20:25:16.293238] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-30T20:25:16.294022] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-30T20:25:16.294073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:16.294104] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:16.294131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:16.294189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:16.351017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:16.351888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:16.351975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:16.352007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:16.476463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:16.476640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:16.476682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:16.476710] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:16.480088] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-30T20:25:16.480378] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-30T20:25:16.480508] [INFO ] [sig       ] JPM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:16.623113] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JPM.txt
[2025-12-30T20:25:16.623266] [INFO ] [sig       ] [1766/3539] Completed JPM in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:16.623305] [INFO ] [sig       ] [1767/3539] Forecasting JQC...
[2025-12-30T20:25:16.623337] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-30T20:25:16.623368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-30T20:25:16.635483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-30T20:25:16.635911] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-30T20:25:16.636745] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-30T20:25:16.636800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:16.636834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:16.636861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:16.636918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:16.699459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:16.700318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:16.700402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:16.700435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:16.825186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:16.825365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:16.825408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:16.825437] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:16.828951] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-30T20:25:16.829260] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-30T20:25:16.829399] [INFO ] [sig       ] JQC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:16.975735] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JQC.txt
[2025-12-30T20:25:16.975933] [INFO ] [sig       ] [1767/3539] Completed JQC in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:16.975978] [INFO ] [sig       ] [1768/3539] Forecasting JRI...
[2025-12-30T20:25:16.976010] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-30T20:25:16.976041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-30T20:25:16.987547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-30T20:25:16.987944] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-30T20:25:16.988766] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-30T20:25:16.988820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:16.988852] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:16.988878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:16.988934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:17.046370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:17.047279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:17.047367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:17.047402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:17.166304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:17.166467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:17.166511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:17.166541] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:17.170122] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-12-30T20:25:17.170414] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-30T20:25:17.170542] [INFO ] [sig       ] JRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:17.336998] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JRI.txt
[2025-12-30T20:25:17.337150] [INFO ] [sig       ] [1768/3539] Completed JRI in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:17.337189] [INFO ] [sig       ] [1769/3539] Forecasting JRS...
[2025-12-30T20:25:17.337218] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-30T20:25:17.337249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-30T20:25:17.348974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-30T20:25:17.349247] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-30T20:25:17.350095] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-30T20:25:17.350149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:17.350181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:17.350209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:17.350267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:17.413629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:17.414557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:17.414661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:17.414696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:17.530259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:17.530412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:17.530452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:17.530481] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:17.533793] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-30T20:25:17.534061] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-30T20:25:17.534184] [INFO ] [sig       ] JRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:17.680642] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JRS.txt
[2025-12-30T20:25:17.680774] [INFO ] [sig       ] [1769/3539] Completed JRS in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:17.680814] [INFO ] [sig       ] [1770/3539] Forecasting JSM...
[2025-12-30T20:25:17.680842] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-30T20:25:17.680872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-30T20:25:17.692942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-30T20:25:17.693321] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-30T20:25:17.694199] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-30T20:25:17.694255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:17.694291] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:17.694321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:17.694383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:17.755759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:17.756661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:17.756754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:17.756789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:17.872212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:17.872390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:17.872433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:17.872464] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:17.875846] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-30T20:25:17.876128] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-30T20:25:17.876254] [INFO ] [sig       ] JSM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:18.023484] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JSM.txt
[2025-12-30T20:25:18.023664] [INFO ] [sig       ] [1770/3539] Completed JSM in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:18.023707] [INFO ] [sig       ] [1771/3539] Forecasting JSMD...
[2025-12-30T20:25:18.023737] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-30T20:25:18.023768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-30T20:25:18.034998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-30T20:25:18.035349] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-30T20:25:18.036146] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-30T20:25:18.036200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:18.036278] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:18.036307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:18.036365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:18.094059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:18.094954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:18.095046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:18.095080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:18.232283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:18.232440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:18.232485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:18.232514] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:18.236015] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-30T20:25:18.236304] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-30T20:25:18.236432] [INFO ] [sig       ] JSMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:18.385841] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JSMD.txt
[2025-12-30T20:25:18.385979] [INFO ] [sig       ] [1771/3539] Completed JSMD in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:18.386019] [INFO ] [sig       ] [1772/3539] Forecasting JSML...
[2025-12-30T20:25:18.386048] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-30T20:25:18.386080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-30T20:25:18.397633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-30T20:25:18.397940] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-30T20:25:18.398782] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-30T20:25:18.398837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:18.398869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:18.398897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:18.398956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:18.457751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:18.458541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:18.458645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:18.458680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:18.571615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:18.571778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:18.571828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:18.571863] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:18.575283] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-30T20:25:18.575563] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-30T20:25:18.575737] [INFO ] [sig       ] JSML: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:18.725622] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JSML.txt
[2025-12-30T20:25:18.725770] [INFO ] [sig       ] [1772/3539] Completed JSML in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:18.725810] [INFO ] [sig       ] [1773/3539] Forecasting JTEK...
[2025-12-30T20:25:18.725839] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-30T20:25:18.725870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-30T20:25:18.737883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-30T20:25:18.738204] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-30T20:25:18.739180] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-30T20:25:18.739235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:18.739267] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:18.739295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:18.739353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:18.797899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:18.798849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:18.798937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:18.798970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:18.917341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:18.917499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:18.917540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:18.917585] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:18.921018] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-12-30T20:25:18.921300] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-30T20:25:18.921426] [INFO ] [sig       ] JTEK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:19.061718] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/JTEK.txt
[2025-12-30T20:25:19.061857] [INFO ] [sig       ] [1773/3539] Completed JTEK in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:19.061895] [INFO ] [sig       ] [1774/3539] Forecasting JVA...
[2025-12-30T20:25:19.061924] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-30T20:25:19.061957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-30T20:25:19.074078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-30T20:25:19.074491] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-30T20:25:19.075296] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-30T20:25:19.075349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:19.075381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:19.075407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:19.075463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:19.134960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:19.135881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:19.135986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:19.136020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:19.255836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:19.255998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:19.256038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:19.256100] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:19.259509] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=45.58%)
[2025-12-30T20:25:19.259819] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-30T20:25:19.259952] [INFO ] [sig       ] JVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:19.402924] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JVA.txt
[2025-12-30T20:25:19.403084] [INFO ] [sig       ] [1774/3539] Completed JVA in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-30T20:25:19.403129] [INFO ] [sig       ] [1775/3539] Forecasting JXN...
[2025-12-30T20:25:19.403160] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-30T20:25:19.403192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-30T20:25:19.414715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-30T20:25:19.415076] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-30T20:25:19.415852] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-30T20:25:19.415904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:19.415934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:19.415960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:19.416017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:19.472807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:19.473671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:19.473756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:19.473789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:19.593551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:19.593732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:19.593773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:19.593801] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:19.597177] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-12-30T20:25:19.597470] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-30T20:25:19.597617] [INFO ] [sig       ] JXN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:19.741685] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/JXN.txt
[2025-12-30T20:25:19.741842] [INFO ] [sig       ] [1775/3539] Completed JXN in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:19.741882] [INFO ] [sig       ] [1776/3539] Forecasting KAI...
[2025-12-30T20:25:19.741911] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-30T20:25:19.741943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-30T20:25:19.753765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-30T20:25:19.754084] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-30T20:25:19.754881] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-30T20:25:19.754933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:19.754965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:19.754990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:19.755048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:19.813145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:19.813915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:19.814001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:19.814034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:19.935103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:19.935277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:19.935324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:19.935354] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:19.938773] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-30T20:25:19.939051] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-30T20:25:19.939173] [INFO ] [sig       ] KAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:20.083157] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KAI.txt
[2025-12-30T20:25:20.083296] [INFO ] [sig       ] [1776/3539] Completed KAI in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:20.083344] [INFO ] [sig       ] [1777/3539] Forecasting KARO...
[2025-12-30T20:25:20.083378] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-30T20:25:20.083410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-30T20:25:20.095175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-30T20:25:20.095467] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-30T20:25:20.096262] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-30T20:25:20.096315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:20.096348] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:20.096376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:20.096435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:20.153386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:20.154234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:20.154318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:20.154350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:20.274247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:20.274408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:20.274447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:20.274475] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:20.277807] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-30T20:25:20.278098] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-30T20:25:20.278226] [INFO ] [sig       ] KARO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:20.421200] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KARO.txt
[2025-12-30T20:25:20.421335] [INFO ] [sig       ] [1777/3539] Completed KARO in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:20.421374] [INFO ] [sig       ] [1778/3539] Forecasting KB...
[2025-12-30T20:25:20.421403] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-30T20:25:20.421433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-30T20:25:20.432999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-30T20:25:20.433321] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-30T20:25:20.434130] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-30T20:25:20.434190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:20.434224] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:20.434251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:20.434309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:20.490912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:20.491801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:20.491892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:20.491925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:20.613287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:20.613448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:20.613489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:20.613534] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:20.616941] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-30T20:25:20.617234] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-30T20:25:20.617366] [INFO ] [sig       ] KB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:20.759704] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KB.txt
[2025-12-30T20:25:20.759860] [INFO ] [sig       ] [1778/3539] Completed KB in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:20.759901] [INFO ] [sig       ] [1779/3539] Forecasting KBH...
[2025-12-30T20:25:20.759931] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-30T20:25:20.759961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-30T20:25:20.771718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-30T20:25:20.772091] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-30T20:25:20.772880] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-30T20:25:20.772933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:20.772964] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:20.772990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:20.773047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:20.830746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:20.831669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:20.831759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:20.831791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:20.957990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:20.958148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:20.958191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:20.958222] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:20.961730] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-30T20:25:20.962007] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-30T20:25:20.962133] [INFO ] [sig       ] KBH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:21.103312] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KBH.txt
[2025-12-30T20:25:21.103454] [INFO ] [sig       ] [1779/3539] Completed KBH in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:21.103493] [INFO ] [sig       ] [1780/3539] Forecasting KBWB...
[2025-12-30T20:25:21.103523] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-30T20:25:21.103553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-30T20:25:21.115248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-30T20:25:21.115532] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-30T20:25:21.116307] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-30T20:25:21.116360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:21.116390] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:21.116416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:21.116472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:21.174454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:21.175254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:21.175337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:21.175387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:21.299336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:21.299494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:21.299537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:21.299566] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:21.302893] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-30T20:25:21.303160] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-30T20:25:21.303284] [INFO ] [sig       ] KBWB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:21.442516] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KBWB.txt
[2025-12-30T20:25:21.442674] [INFO ] [sig       ] [1780/3539] Completed KBWB in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:21.442714] [INFO ] [sig       ] [1781/3539] Forecasting KBWD...
[2025-12-30T20:25:21.442744] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-30T20:25:21.442774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-30T20:25:21.454397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-30T20:25:21.454709] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-30T20:25:21.455453] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-30T20:25:21.455505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:21.455535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:21.455563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:21.455645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:21.512132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:21.512970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:21.513087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:21.513120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:21.636361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:21.636529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:21.636586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:21.636618] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:21.640390] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-30T20:25:21.640736] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-30T20:25:21.640878] [INFO ] [sig       ] KBWD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:21.786789] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KBWD.txt
[2025-12-30T20:25:21.786947] [INFO ] [sig       ] [1781/3539] Completed KBWD in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-30T20:25:21.786986] [INFO ] [sig       ] [1782/3539] Forecasting KBWP...
[2025-12-30T20:25:21.787018] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-30T20:25:21.787048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-30T20:25:21.799308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-30T20:25:21.799704] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-30T20:25:21.800505] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-30T20:25:21.800558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:21.800616] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:21.800657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:21.800717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:21.857976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:21.858935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:21.859032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:21.859065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:21.971705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:21.971872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:21.971915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:21.971944] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:21.975527] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-30T20:25:21.975917] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-30T20:25:21.976063] [INFO ] [sig       ] KBWP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:22.123143] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KBWP.txt
[2025-12-30T20:25:22.123299] [INFO ] [sig       ] [1782/3539] Completed KBWP in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:22.123348] [INFO ] [sig       ] [1783/3539] Forecasting KBWY...
[2025-12-30T20:25:22.123377] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-30T20:25:22.123407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-30T20:25:22.135414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-30T20:25:22.135777] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-30T20:25:22.136529] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-30T20:25:22.136600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:22.136633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:22.136659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:22.136716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:22.193155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:22.193921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:22.194005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:22.194036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:22.310716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:22.310877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:22.310919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:22.310947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:22.314279] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-30T20:25:22.314598] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-30T20:25:22.314730] [INFO ] [sig       ] KBWY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:22.475777] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KBWY.txt
[2025-12-30T20:25:22.475934] [INFO ] [sig       ] [1783/3539] Completed KBWY in 0.4s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:22.475974] [INFO ] [sig       ] [1784/3539] Forecasting KC...
[2025-12-30T20:25:22.476004] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-30T20:25:22.476035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-30T20:25:22.487510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-30T20:25:22.487801] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-30T20:25:22.488590] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-30T20:25:22.488644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:22.488675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:22.488702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:22.488790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:22.545755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:22.546611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:22.546699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:22.546731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:22.669435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:22.669607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:22.669649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:22.669679] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:22.673090] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-12-30T20:25:22.673363] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-30T20:25:22.673486] [INFO ] [sig       ] KC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:22.815987] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KC.txt
[2025-12-30T20:25:22.816142] [INFO ] [sig       ] [1784/3539] Completed KC in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:22.816183] [INFO ] [sig       ] [1785/3539] Forecasting KD...
[2025-12-30T20:25:22.816212] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-30T20:25:22.816242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-30T20:25:22.827258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-30T20:25:22.827594] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-30T20:25:22.828347] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-30T20:25:22.828398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:22.828430] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:22.828455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:22.828512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:22.884471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:22.885128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:22.885210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:22.885242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:23.004641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:23.004791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:23.004832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:23.004860] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:23.008175] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-30T20:25:23.008456] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-30T20:25:23.008596] [INFO ] [sig       ] KD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:23.149287] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KD.txt
[2025-12-30T20:25:23.149428] [INFO ] [sig       ] [1785/3539] Completed KD in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:23.149467] [INFO ] [sig       ] [1786/3539] Forecasting KDP...
[2025-12-30T20:25:23.149496] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-30T20:25:23.149532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-30T20:25:23.160787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-30T20:25:23.161075] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-30T20:25:23.161860] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-30T20:25:23.161912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:23.161942] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:23.161968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:23.162025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:23.217804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:23.218519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:23.218622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:23.218657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:23.333922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:23.334075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:23.334115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:23.334142] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:23.337482] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-30T20:25:23.337770] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-30T20:25:23.337894] [INFO ] [sig       ] KDP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:23.476033] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KDP.txt
[2025-12-30T20:25:23.476171] [INFO ] [sig       ] [1786/3539] Completed KDP in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:23.476210] [INFO ] [sig       ] [1787/3539] Forecasting KE...
[2025-12-30T20:25:23.476238] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-30T20:25:23.476268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-30T20:25:23.487758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-30T20:25:23.488066] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-30T20:25:23.488862] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-30T20:25:23.488914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:23.488946] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:23.488972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:23.489027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:23.546398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:23.547102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:23.547184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:23.547215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:23.665998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:23.666153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:23.666195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:23.666225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:23.669650] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-30T20:25:23.669930] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-30T20:25:23.670054] [INFO ] [sig       ] KE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:23.810849] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KE.txt
[2025-12-30T20:25:23.811000] [INFO ] [sig       ] [1787/3539] Completed KE in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:23.811041] [INFO ] [sig       ] [1788/3539] Forecasting KELYA...
[2025-12-30T20:25:23.811070] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-30T20:25:23.811100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-30T20:25:23.824192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-30T20:25:23.824480] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-30T20:25:23.825266] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-30T20:25:23.825319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:23.825374] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:23.825401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:23.825459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:23.887069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:23.887975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:23.888067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:23.888101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:24.010467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:24.010637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:24.010679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:24.010707] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:24.014004] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2025-12-30T20:25:24.014286] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-30T20:25:24.014409] [INFO ] [sig       ] KELYA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:24.166329] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KELYA.txt
[2025-12-30T20:25:24.166487] [INFO ] [sig       ] [1788/3539] Completed KELYA in 0.4s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:24.166529] [INFO ] [sig       ] [1789/3539] Forecasting KEN...
[2025-12-30T20:25:24.166558] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-30T20:25:24.166609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-30T20:25:24.178119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-30T20:25:24.178528] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-30T20:25:24.179415] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-30T20:25:24.179469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:24.179502] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:24.179530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:24.179620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:24.239441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:24.240315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:24.240399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:24.240431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:24.359116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:24.359272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:24.359316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:24.359344] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:24.362698] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-30T20:25:24.362975] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-30T20:25:24.363098] [INFO ] [sig       ] KEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:24.500974] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KEN.txt
[2025-12-30T20:25:24.501120] [INFO ] [sig       ] [1789/3539] Completed KEN in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:24.501351] [INFO ] [sig       ] [1790/3539] Forecasting KEP...
[2025-12-30T20:25:24.501380] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-30T20:25:24.501411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-30T20:25:24.513372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-30T20:25:24.513715] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-30T20:25:24.514483] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-30T20:25:24.514535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:24.514566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:24.514614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:24.514672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:24.571914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:24.572866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:24.572954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:24.572987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:24.701307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:24.701468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:24.701513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:24.701543] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:24.705091] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=28.88%)
[2025-12-30T20:25:24.705374] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-30T20:25:24.705500] [INFO ] [sig       ] KEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:24.855084] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KEP.txt
[2025-12-30T20:25:24.855220] [INFO ] [sig       ] [1790/3539] Completed KEP in 0.4s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:24.855261] [INFO ] [sig       ] [1791/3539] Forecasting KEX...
[2025-12-30T20:25:24.855291] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-30T20:25:24.855323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-30T20:25:24.868115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-30T20:25:24.868394] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-30T20:25:24.869459] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-30T20:25:24.869514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:24.869547] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:24.869599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:24.869663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:24.932252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:24.932925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:24.933019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:24.933055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:25.059403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:25.059596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:25.059640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:25.059713] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:25.063262] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-30T20:25:25.063537] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-30T20:25:25.063692] [INFO ] [sig       ] KEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:25.203770] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KEX.txt
[2025-12-30T20:25:25.203895] [INFO ] [sig       ] [1791/3539] Completed KEX in 0.3s | 2.89 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-30T20:25:25.203935] [INFO ] [sig       ] [1792/3539] Forecasting KEYS...
[2025-12-30T20:25:25.203967] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-30T20:25:25.203997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-30T20:25:25.215290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-30T20:25:25.215586] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-30T20:25:25.216351] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-30T20:25:25.216403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:25.216433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:25.216459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:25.216516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:25.272568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:25.273300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:25.273383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:25.273415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:25.398371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:25.398525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:25.398567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:25.398613] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:25.401947] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2025-12-30T20:25:25.402213] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-30T20:25:25.402337] [INFO ] [sig       ] KEYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:25.544165] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KEYS.txt
[2025-12-30T20:25:25.544314] [INFO ] [sig       ] [1792/3539] Completed KEYS in 0.3s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:25.544355] [INFO ] [sig       ] [1793/3539] Forecasting KFS...
[2025-12-30T20:25:25.544383] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-30T20:25:25.544414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-30T20:25:25.556214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-30T20:25:25.556542] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-30T20:25:25.557490] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-30T20:25:25.557541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:25.557600] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:25.557633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:25.557692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:25.617626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:25.618498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:25.618601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:25.618637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:25.740181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:25.740545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:25.740603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:25.740635] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:25.744756] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-12-30T20:25:25.745237] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-30T20:25:25.745363] [INFO ] [sig       ] KFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:25.888671] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KFS.txt
[2025-12-30T20:25:25.888847] [INFO ] [sig       ] [1793/3539] Completed KFS in 0.3s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:25.888890] [INFO ] [sig       ] [1794/3539] Forecasting KFY...
[2025-12-30T20:25:25.888918] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-30T20:25:25.888949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-30T20:25:25.901429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-30T20:25:25.901817] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-30T20:25:25.902565] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-30T20:25:25.902641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:25.902672] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:25.902698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:25.902755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:25.958774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:25.959382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:25.959462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:25.959494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:26.071615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:26.071773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:26.071812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:26.071841] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:26.075123] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-30T20:25:26.075395] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-30T20:25:26.075518] [INFO ] [sig       ] KFY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:26.222778] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KFY.txt
[2025-12-30T20:25:26.222960] [INFO ] [sig       ] [1794/3539] Completed KFY in 0.3s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:26.223005] [INFO ] [sig       ] [1795/3539] Forecasting KGS...
[2025-12-30T20:25:26.223038] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-30T20:25:26.223071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-30T20:25:26.236387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-30T20:25:26.236815] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-30T20:25:26.237714] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-30T20:25:26.237770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:26.237817] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:26.237847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:26.237907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:26.299945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:26.300981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:26.301123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:26.301160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:26.431070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:26.431231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:26.431277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:26.431308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:26.435474] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-30T20:25:26.435788] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-30T20:25:26.435932] [INFO ] [sig       ] KGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:26.583865] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KGS.txt
[2025-12-30T20:25:26.584002] [INFO ] [sig       ] [1795/3539] Completed KGS in 0.4s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:26.584041] [INFO ] [sig       ] [1796/3539] Forecasting KHC...
[2025-12-30T20:25:26.584070] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-30T20:25:26.584100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-30T20:25:26.595612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-30T20:25:26.595917] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-30T20:25:26.596708] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-30T20:25:26.596761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:26.596792] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:26.596818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:26.596875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:26.652828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:26.653558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:26.653662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:26.653695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:26.773341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:26.773520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:26.773591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:26.773623] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:26.777165] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-30T20:25:26.777455] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-30T20:25:26.777606] [INFO ] [sig       ] KHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:26.932102] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KHC.txt
[2025-12-30T20:25:26.932256] [INFO ] [sig       ] [1796/3539] Completed KHC in 0.3s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:26.932299] [INFO ] [sig       ] [1797/3539] Forecasting KIDS...
[2025-12-30T20:25:26.932342] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-30T20:25:26.932390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-30T20:25:26.945446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-30T20:25:26.945812] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-30T20:25:26.946657] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-30T20:25:26.946719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:26.946756] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:26.946783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:26.946841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:27.009161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:27.009982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:27.010074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:27.010108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:27.139898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:27.140058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:27.140101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:27.140131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:27.144171] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-30T20:25:27.144451] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-30T20:25:27.144599] [INFO ] [sig       ] KIDS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:27.301549] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KIDS.txt
[2025-12-30T20:25:27.301735] [INFO ] [sig       ] [1797/3539] Completed KIDS in 0.4s | 2.89 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:27.301776] [INFO ] [sig       ] [1798/3539] Forecasting KIM...
[2025-12-30T20:25:27.301829] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-30T20:25:27.301861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-30T20:25:27.315170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-30T20:25:27.315544] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-30T20:25:27.316348] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-30T20:25:27.316401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:27.316433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:27.316459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:27.316517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:27.375566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:27.376697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:27.376824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:27.376859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:27.513464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:27.513646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:27.513688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:27.513717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:27.517801] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-30T20:25:27.518158] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-30T20:25:27.518304] [INFO ] [sig       ] KIM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:27.723824] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KIM.txt
[2025-12-30T20:25:27.724058] [INFO ] [sig       ] [1798/3539] Completed KIM in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:27.724144] [INFO ] [sig       ] [1799/3539] Forecasting KINS...
[2025-12-30T20:25:27.724195] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-30T20:25:27.724242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-30T20:25:27.737801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-30T20:25:27.738244] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-30T20:25:27.739204] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-30T20:25:27.739267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:27.739304] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:27.739346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:27.739420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:27.800945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:27.801848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:27.801970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:27.802005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:27.933994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:27.934168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:27.934228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:27.934275] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:27.938745] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-12-30T20:25:27.939152] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-30T20:25:27.939348] [INFO ] [sig       ] KINS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:28.120716] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KINS.txt
[2025-12-30T20:25:28.120887] [INFO ] [sig       ] [1799/3539] Completed KINS in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-30T20:25:28.120952] [INFO ] [sig       ] [1800/3539] Forecasting KIO...
[2025-12-30T20:25:28.120984] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-30T20:25:28.121015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-30T20:25:28.135658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-30T20:25:28.136169] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-30T20:25:28.137399] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-30T20:25:28.137501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:28.137545] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:28.137611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:28.137700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:28.200849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:28.201968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:28.202082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:28.202117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:28.346607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:28.346776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:28.346821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:28.346851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:28.350707] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-30T20:25:28.351082] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-30T20:25:28.351248] [INFO ] [sig       ] KIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:28.540101] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KIO.txt
[2025-12-30T20:25:28.540290] [INFO ] [sig       ] [1800/3539] Completed KIO in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:28.540342] [INFO ] [sig       ] [1801/3539] Forecasting KKRS...
[2025-12-30T20:25:28.540385] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-30T20:25:28.540429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-30T20:25:28.553302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-30T20:25:28.553762] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-30T20:25:28.554734] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-30T20:25:28.554791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:28.554823] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:28.554849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:28.554906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:28.618004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:28.618991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:28.619086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:28.619120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:28.742688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:28.742855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:28.742899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:28.742931] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:28.746476] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-30T20:25:28.746782] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-30T20:25:28.746917] [INFO ] [sig       ] KKRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:28.899358] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KKRS.txt
[2025-12-30T20:25:28.899567] [INFO ] [sig       ] [1801/3539] Completed KKRS in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:28.899629] [INFO ] [sig       ] [1802/3539] Forecasting KLAC...
[2025-12-30T20:25:28.899660] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-30T20:25:28.899690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-30T20:25:28.910867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-30T20:25:28.911164] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-30T20:25:28.912362] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-30T20:25:28.912414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:28.912446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:28.912472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:28.912529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:28.972550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:28.973394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:28.973498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:28.973541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:29.104938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:29.105097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:29.105157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:29.105187] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:29.108993] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-30T20:25:29.109440] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-30T20:25:29.109584] [INFO ] [sig       ] KLAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:29.259389] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KLAC.txt
[2025-12-30T20:25:29.259608] [INFO ] [sig       ] [1802/3539] Completed KLAC in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:29.259666] [INFO ] [sig       ] [1803/3539] Forecasting KLIC...
[2025-12-30T20:25:29.259703] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-30T20:25:29.259742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-30T20:25:29.271541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-30T20:25:29.271878] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-30T20:25:29.272674] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-30T20:25:29.272727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:29.272760] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:29.272788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:29.272846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:29.329589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:29.330265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:29.330344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:29.330377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:29.452901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:29.453063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:29.453104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:29.453133] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:29.456466] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-30T20:25:29.456754] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-30T20:25:29.456875] [INFO ] [sig       ] KLIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:29.600194] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KLIC.txt
[2025-12-30T20:25:29.600361] [INFO ] [sig       ] [1803/3539] Completed KLIC in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:29.600412] [INFO ] [sig       ] [1804/3539] Forecasting KLXE...
[2025-12-30T20:25:29.600444] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-30T20:25:29.600475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-30T20:25:29.613179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-30T20:25:29.613539] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-30T20:25:29.614363] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-30T20:25:29.614427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:29.614463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:29.614490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:29.614551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:29.673466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:29.674277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:29.674380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:29.674415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:29.793987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:29.794137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:29.794178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:29.794208] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:29.797494] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-30T20:25:29.797776] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-30T20:25:29.797898] [INFO ] [sig       ] KLXE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:29.937680] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KLXE.txt
[2025-12-30T20:25:29.937811] [INFO ] [sig       ] [1804/3539] Completed KLXE in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:29.937849] [INFO ] [sig       ] [1805/3539] Forecasting KMB...
[2025-12-30T20:25:29.937880] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-30T20:25:29.937910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-30T20:25:29.949459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-30T20:25:29.949787] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-30T20:25:29.950548] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-30T20:25:29.950617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:29.950682] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:29.950721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:29.950803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:30.007891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:30.008638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:30.008734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:30.008768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:30.122689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:30.122848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:30.122891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:30.122919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:30.126278] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-30T20:25:30.126550] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-30T20:25:30.126700] [INFO ] [sig       ] KMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:30.266739] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KMB.txt
[2025-12-30T20:25:30.266871] [INFO ] [sig       ] [1805/3539] Completed KMB in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:30.266912] [INFO ] [sig       ] [1806/3539] Forecasting KMDA...
[2025-12-30T20:25:30.266940] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-30T20:25:30.266971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-30T20:25:30.278483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-30T20:25:30.278820] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-30T20:25:30.279612] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-30T20:25:30.279666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:30.279709] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:30.279738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:30.279796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:30.336942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:30.337673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:30.337755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:30.337788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:30.458880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:30.459040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:30.459081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:30.459109] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:30.462459] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-30T20:25:30.462742] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-30T20:25:30.462864] [INFO ] [sig       ] KMDA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:30.603185] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KMDA.txt
[2025-12-30T20:25:30.603306] [INFO ] [sig       ] [1806/3539] Completed KMDA in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:30.603344] [INFO ] [sig       ] [1807/3539] Forecasting KMI...
[2025-12-30T20:25:30.603374] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-30T20:25:30.603405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-30T20:25:30.615202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-30T20:25:30.615527] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-30T20:25:30.616324] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-30T20:25:30.616377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:30.616410] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:30.616437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:30.616495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:30.673891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:30.674736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:30.674823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:30.674856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:30.795871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:30.796030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:30.796077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:30.796106] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:30.799596] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-30T20:25:30.799878] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-30T20:25:30.800009] [INFO ] [sig       ] KMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:30.943896] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KMI.txt
[2025-12-30T20:25:30.944040] [INFO ] [sig       ] [1807/3539] Completed KMI in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:30.944080] [INFO ] [sig       ] [1808/3539] Forecasting KMPB...
[2025-12-30T20:25:30.944109] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-30T20:25:30.944139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-30T20:25:30.955363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-30T20:25:30.955746] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-30T20:25:30.956719] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-30T20:25:30.956773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:30.956805] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:30.956831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:30.956889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:31.018008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:31.018873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:31.018960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:31.018992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:31.126402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:31.126559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:31.126624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:31.126687] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:31.130290] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=76.46%)
[2025-12-30T20:25:31.130601] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-30T20:25:31.130735] [INFO ] [sig       ] KMPB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:31.271933] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KMPB.txt
[2025-12-30T20:25:31.272068] [INFO ] [sig       ] [1808/3539] Completed KMPB in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-30T20:25:31.272111] [INFO ] [sig       ] [1809/3539] Forecasting KMX...
[2025-12-30T20:25:31.272140] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-30T20:25:31.272171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-30T20:25:31.283394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-30T20:25:31.283696] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-30T20:25:31.284444] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-30T20:25:31.284496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:31.284527] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:31.284554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:31.284634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:31.341288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:31.341957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:31.342037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:31.342071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:31.461215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:31.461358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:31.461399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:31.461430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:31.464965] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-30T20:25:31.465247] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-30T20:25:31.465377] [INFO ] [sig       ] KMX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:31.608474] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KMX.txt
[2025-12-30T20:25:31.608649] [INFO ] [sig       ] [1809/3539] Completed KMX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:31.608694] [INFO ] [sig       ] [1810/3539] Forecasting KN...
[2025-12-30T20:25:31.608745] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-30T20:25:31.608778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-30T20:25:31.620344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-30T20:25:31.620759] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-30T20:25:31.621609] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-30T20:25:31.621663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:31.621695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:31.621724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:31.621782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:31.681865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:31.682762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:31.682899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:31.682933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:31.802703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:31.802855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:31.802894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:31.802923] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:31.806399] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2025-12-30T20:25:31.806863] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-30T20:25:31.806986] [INFO ] [sig       ] KN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:31.946211] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KN.txt
[2025-12-30T20:25:31.946338] [INFO ] [sig       ] [1810/3539] Completed KN in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:31.946377] [INFO ] [sig       ] [1811/3539] Forecasting KNF...
[2025-12-30T20:25:31.946406] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-30T20:25:31.946436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-30T20:25:31.957495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-30T20:25:31.957810] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-30T20:25:31.958636] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-30T20:25:31.958689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:31.958735] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:31.958777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:31.958837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:32.018525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:32.019249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:32.019334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:32.019368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:32.133459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:32.133635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:32.133677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:32.133705] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:32.137057] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-30T20:25:32.137355] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-30T20:25:32.137478] [INFO ] [sig       ] KNF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:32.278880] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KNF.txt
[2025-12-30T20:25:32.279034] [INFO ] [sig       ] [1811/3539] Completed KNF in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:32.279074] [INFO ] [sig       ] [1812/3539] Forecasting KNOP...
[2025-12-30T20:25:32.279104] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-30T20:25:32.279135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-30T20:25:32.290497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-30T20:25:32.290882] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-30T20:25:32.291719] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-30T20:25:32.291774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:32.291807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:32.291835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:32.291894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:32.352125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:32.353000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:32.353087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:32.353121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:32.473590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:32.473740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:32.473780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:32.473808] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:32.477184] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-30T20:25:32.477452] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-30T20:25:32.477588] [INFO ] [sig       ] KNOP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:32.616905] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KNOP.txt
[2025-12-30T20:25:32.617029] [INFO ] [sig       ] [1812/3539] Completed KNOP in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:32.617070] [INFO ] [sig       ] [1813/3539] Forecasting KNSA...
[2025-12-30T20:25:32.617099] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-30T20:25:32.617129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-30T20:25:32.628109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-30T20:25:32.628372] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-30T20:25:32.629177] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-30T20:25:32.629229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:32.629259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:32.629285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:32.629341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:32.685736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:32.686384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:32.686487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:32.686521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:32.805856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:32.806005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:32.806044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:32.806090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:32.809450] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-30T20:25:32.809750] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-30T20:25:32.809878] [INFO ] [sig       ] KNSA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:32.949318] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KNSA.txt
[2025-12-30T20:25:32.949437] [INFO ] [sig       ] [1813/3539] Completed KNSA in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:32.949475] [INFO ] [sig       ] [1814/3539] Forecasting KNSL...
[2025-12-30T20:25:32.949502] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-30T20:25:32.949531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-30T20:25:32.960935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-30T20:25:32.961399] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-30T20:25:32.962170] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-30T20:25:32.962222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:32.962270] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:32.962487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:32.962544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:33.020940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:33.021537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:33.021632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:33.021665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:33.142128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:33.142275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:33.142316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:33.142343] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:33.145626] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-12-30T20:25:33.145892] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-30T20:25:33.146014] [INFO ] [sig       ] KNSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:33.294871] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KNSL.txt
[2025-12-30T20:25:33.294994] [INFO ] [sig       ] [1814/3539] Completed KNSL in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:33.295032] [INFO ] [sig       ] [1815/3539] Forecasting KNTK...
[2025-12-30T20:25:33.295061] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-30T20:25:33.295091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-30T20:25:33.306419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-30T20:25:33.306713] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-30T20:25:33.307480] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-30T20:25:33.307531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:33.307562] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:33.307616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:33.307675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:33.367081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:33.367753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:33.367869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:33.367905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:33.484942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:33.485077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:33.485116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:33.485144] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:33.488416] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2025-12-30T20:25:33.488699] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-30T20:25:33.488845] [INFO ] [sig       ] KNTK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:33.629153] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KNTK.txt
[2025-12-30T20:25:33.629267] [INFO ] [sig       ] [1815/3539] Completed KNTK in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:33.629305] [INFO ] [sig       ] [1816/3539] Forecasting KNX...
[2025-12-30T20:25:33.629335] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-30T20:25:33.629364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-30T20:25:33.640100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-30T20:25:33.640380] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-30T20:25:33.641151] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-30T20:25:33.641202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:33.641233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:33.641260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:33.641316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:33.699607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:33.700208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:33.700282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:33.700314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:33.819471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:33.819621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:33.819661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:33.819690] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:33.822915] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-30T20:25:33.823181] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-30T20:25:33.823300] [INFO ] [sig       ] KNX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:33.963154] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KNX.txt
[2025-12-30T20:25:33.963298] [INFO ] [sig       ] [1816/3539] Completed KNX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-30T20:25:33.963338] [INFO ] [sig       ] [1817/3539] Forecasting KOD...
[2025-12-30T20:25:33.963369] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-30T20:25:33.963400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-30T20:25:33.975213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-30T20:25:33.975522] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-30T20:25:33.976298] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-30T20:25:33.976349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:33.976380] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:33.976406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:33.976473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:34.039020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:34.039815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:34.039899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:34.039933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:34.161490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:34.161662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:34.161703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:34.161731] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:34.165050] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-30T20:25:34.165323] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-30T20:25:34.165443] [INFO ] [sig       ] KOD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:34.306266] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KOD.txt
[2025-12-30T20:25:34.306443] [INFO ] [sig       ] [1817/3539] Completed KOD in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:34.306485] [INFO ] [sig       ] [1818/3539] Forecasting KODK...
[2025-12-30T20:25:34.306515] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-30T20:25:34.306546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-30T20:25:34.318701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-30T20:25:34.319067] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-30T20:25:34.319963] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-30T20:25:34.320018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:34.320050] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:34.320089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:34.320154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:34.376665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:34.377304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:34.377387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:34.377418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:34.495773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:34.495927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:34.495969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:34.495997] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:34.499563] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-30T20:25:34.499870] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-30T20:25:34.500000] [INFO ] [sig       ] KODK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:34.640456] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KODK.txt
[2025-12-30T20:25:34.640666] [INFO ] [sig       ] [1818/3539] Completed KODK in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:34.640710] [INFO ] [sig       ] [1819/3539] Forecasting KOF...
[2025-12-30T20:25:34.640740] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-30T20:25:34.640771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-30T20:25:34.652021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-30T20:25:34.652413] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-30T20:25:34.653205] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-30T20:25:34.653272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:34.653304] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:34.653331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:34.653388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:34.709803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:34.710682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:34.710767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:34.710800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:34.837364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:34.837543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:34.837625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:34.837658] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:34.841587] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-30T20:25:34.841972] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-30T20:25:34.842136] [INFO ] [sig       ] KOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:34.982363] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KOF.txt
[2025-12-30T20:25:34.982516] [INFO ] [sig       ] [1819/3539] Completed KOF in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:34.982557] [INFO ] [sig       ] [1820/3539] Forecasting KOP...
[2025-12-30T20:25:34.982609] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-30T20:25:34.982651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-30T20:25:34.995593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-30T20:25:34.995977] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-30T20:25:34.996885] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-30T20:25:34.996951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:34.996995] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:34.997025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:34.997103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:35.058972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:35.059945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:35.060049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:35.060095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:35.182385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:35.182535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:35.182590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:35.182622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:35.185925] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-30T20:25:35.186193] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-30T20:25:35.186317] [INFO ] [sig       ] KOP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:35.325038] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KOP.txt
[2025-12-30T20:25:35.325162] [INFO ] [sig       ] [1820/3539] Completed KOP in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:35.325202] [INFO ] [sig       ] [1821/3539] Forecasting KOPN...
[2025-12-30T20:25:35.325231] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-30T20:25:35.325261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-30T20:25:35.336402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-30T20:25:35.336697] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-30T20:25:35.337449] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-30T20:25:35.337500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:35.337532] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:35.337558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:35.337642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:35.393833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:35.394456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:35.394534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:35.394566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:35.509967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:35.510108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:35.510148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:35.510178] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:35.513439] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=42.96%)
[2025-12-30T20:25:35.513722] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-30T20:25:35.513842] [INFO ] [sig       ] KOPN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:35.656209] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KOPN.txt
[2025-12-30T20:25:35.656362] [INFO ] [sig       ] [1821/3539] Completed KOPN in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:35.656401] [INFO ] [sig       ] [1822/3539] Forecasting KOSS...
[2025-12-30T20:25:35.656432] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-30T20:25:35.656462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-30T20:25:35.667537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-30T20:25:35.667829] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-30T20:25:35.668621] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-30T20:25:35.668672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:35.668769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:35.668797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:35.668855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:35.725905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:35.726532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:35.726630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:35.726663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:35.838389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:35.838518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:35.838556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:35.838600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:35.841816] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-30T20:25:35.842081] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-30T20:25:35.842201] [INFO ] [sig       ] KOSS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:35.981948] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KOSS.txt
[2025-12-30T20:25:35.982073] [INFO ] [sig       ] [1822/3539] Completed KOSS in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:35.982112] [INFO ] [sig       ] [1823/3539] Forecasting KPRX...
[2025-12-30T20:25:35.982142] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-30T20:25:35.982172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-30T20:25:35.992907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-30T20:25:35.993177] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-30T20:25:35.993944] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-30T20:25:35.993995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:35.994026] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:35.994052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:35.994110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:36.050729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:36.051348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:36.051640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:36.051674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:36.164864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:36.165006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:36.165045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:36.165073] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:36.168348] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-30T20:25:36.168629] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-30T20:25:36.168771] [INFO ] [sig       ] KPRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:36.311668] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KPRX.txt
[2025-12-30T20:25:36.311833] [INFO ] [sig       ] [1823/3539] Completed KPRX in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:36.311876] [INFO ] [sig       ] [1824/3539] Forecasting KPTI...
[2025-12-30T20:25:36.311908] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-30T20:25:36.311940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-30T20:25:36.325066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-30T20:25:36.325421] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-30T20:25:36.326234] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-30T20:25:36.326288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:36.326323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:36.326352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:36.326412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:36.385586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:36.386184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:36.386265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:36.386298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:36.502075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:36.502238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:36.502279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:36.502308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:36.505614] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-30T20:25:36.505905] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-30T20:25:36.506048] [INFO ] [sig       ] KPTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:36.646340] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KPTI.txt
[2025-12-30T20:25:36.646455] [INFO ] [sig       ] [1824/3539] Completed KPTI in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:36.646497] [INFO ] [sig       ] [1825/3539] Forecasting KRC...
[2025-12-30T20:25:36.646526] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-30T20:25:36.646557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-30T20:25:36.657530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-30T20:25:36.657808] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-30T20:25:36.658562] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-30T20:25:36.658639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:36.658670] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:36.658696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:36.658767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:36.715248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:36.715874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:36.715950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:36.715981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:36.846118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:36.846287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:36.846333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:36.846401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:36.850867] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-30T20:25:36.851139] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-30T20:25:36.851258] [INFO ] [sig       ] KRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:36.991875] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KRC.txt
[2025-12-30T20:25:36.992029] [INFO ] [sig       ] [1825/3539] Completed KRC in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:36.992069] [INFO ] [sig       ] [1826/3539] Forecasting KREF...
[2025-12-30T20:25:36.992099] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-30T20:25:36.992133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-30T20:25:37.003361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-30T20:25:37.003692] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-30T20:25:37.004442] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-30T20:25:37.004494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:37.004523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:37.004550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:37.004627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:37.061408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:37.062235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:37.062317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:37.062349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:37.175471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:37.175654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:37.175696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:37.175724] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:37.179031] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-30T20:25:37.179332] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-30T20:25:37.179456] [INFO ] [sig       ] KREF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:37.323217] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KREF.txt
[2025-12-30T20:25:37.323371] [INFO ] [sig       ] [1826/3539] Completed KREF in 0.3s | 2.89 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-30T20:25:37.323410] [INFO ] [sig       ] [1827/3539] Forecasting KRG...
[2025-12-30T20:25:37.323440] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-30T20:25:37.323470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-30T20:25:37.334677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-30T20:25:37.334996] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-30T20:25:37.335789] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-30T20:25:37.335840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:37.335870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:37.335895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:37.335951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:37.392341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:37.393203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:37.393286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:37.393318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:37.518348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:37.518516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:37.518594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:37.518646] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:37.522275] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-30T20:25:37.522554] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-30T20:25:37.522702] [INFO ] [sig       ] KRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:37.674181] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KRG.txt
[2025-12-30T20:25:37.674323] [INFO ] [sig       ] [1827/3539] Completed KRG in 0.4s | 2.89 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:37.674364] [INFO ] [sig       ] [1828/3539] Forecasting KRMD...
[2025-12-30T20:25:37.674395] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-30T20:25:37.674429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-30T20:25:37.690315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-30T20:25:37.690664] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-30T20:25:37.691502] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-30T20:25:37.691557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:37.691616] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:37.691646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:37.691704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:37.753923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:37.754741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:37.754825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:37.754860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:37.883518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:37.883688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:37.883732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:37.883761] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:37.887544] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-30T20:25:37.887844] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-30T20:25:37.887985] [INFO ] [sig       ] KRMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:38.039111] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KRMD.txt
[2025-12-30T20:25:38.039313] [INFO ] [sig       ] [1828/3539] Completed KRMD in 0.4s | 2.89 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:38.039379] [INFO ] [sig       ] [1829/3539] Forecasting KRNY...
[2025-12-30T20:25:38.039442] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-30T20:25:38.039476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-30T20:25:38.052873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-30T20:25:38.053218] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-30T20:25:38.054276] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-30T20:25:38.054330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:38.054363] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:38.054391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:38.054634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:38.122929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:38.123843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:38.123929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:38.123965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:38.253316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:38.253464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:38.253505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:38.253534] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:38.256916] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-30T20:25:38.257192] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-30T20:25:38.257315] [INFO ] [sig       ] KRNY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:38.397901] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KRNY.txt
[2025-12-30T20:25:38.398037] [INFO ] [sig       ] [1829/3539] Completed KRNY in 0.4s | 2.89 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:38.398078] [INFO ] [sig       ] [1830/3539] Forecasting KRO...
[2025-12-30T20:25:38.398108] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-30T20:25:38.398138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-30T20:25:38.417466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-30T20:25:38.417801] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-30T20:25:38.418554] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-30T20:25:38.418623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:38.418666] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:38.418694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:38.418771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:38.475292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:38.476006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:38.476087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:38.476118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:38.591524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:38.591697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:38.591739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:38.591768] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:38.595116] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-30T20:25:38.595390] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-30T20:25:38.595516] [INFO ] [sig       ] KRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:38.735078] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KRO.txt
[2025-12-30T20:25:38.735214] [INFO ] [sig       ] [1830/3539] Completed KRO in 0.3s | 2.89 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:38.735253] [INFO ] [sig       ] [1831/3539] Forecasting KROS...
[2025-12-30T20:25:38.735283] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-30T20:25:38.735312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-30T20:25:38.746882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-30T20:25:38.747178] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-30T20:25:38.747946] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-30T20:25:38.747999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:38.748029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:38.748056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:38.748112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:38.804045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:38.804995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:38.805081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:38.805113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:38.924410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:38.924559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:38.924616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:38.924645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:38.927974] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-12-30T20:25:38.928257] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-30T20:25:38.928380] [INFO ] [sig       ] KROS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:39.068062] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KROS.txt
[2025-12-30T20:25:39.068197] [INFO ] [sig       ] [1831/3539] Completed KROS in 0.3s | 2.89 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:39.068237] [INFO ] [sig       ] [1832/3539] Forecasting KRP...
[2025-12-30T20:25:39.068266] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-30T20:25:39.068297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-30T20:25:39.413292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-30T20:25:39.413648] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-30T20:25:39.414456] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-30T20:25:39.414512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:39.414545] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:39.414590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:39.414666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:39.475479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:39.476386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:39.476523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:39.476592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:39.605086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:39.605237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:39.605281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:39.605310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:39.608655] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-30T20:25:39.608952] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-30T20:25:39.609074] [INFO ] [sig       ] KRP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:39.753934] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KRP.txt
[2025-12-30T20:25:39.754063] [INFO ] [sig       ] [1832/3539] Completed KRP in 0.7s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:39.754102] [INFO ] [sig       ] [1833/3539] Forecasting KRRO...
[2025-12-30T20:25:39.754132] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-30T20:25:39.754162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-30T20:25:39.766256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-30T20:25:39.766557] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-30T20:25:39.767340] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-30T20:25:39.767392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:39.767423] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:39.767450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:39.767507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:39.828942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:39.829825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:39.829911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:39.829945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:39.955334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:39.955487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:39.955529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:39.955557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:39.959261] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-30T20:25:39.959587] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-30T20:25:39.959716] [INFO ] [sig       ] KRRO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:40.168583] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KRRO.txt
[2025-12-30T20:25:40.168760] [INFO ] [sig       ] [1833/3539] Completed KRRO in 0.4s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:40.168836] [INFO ] [sig       ] [1834/3539] Forecasting KRUS...
[2025-12-30T20:25:40.168872] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-30T20:25:40.168903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-30T20:25:40.180085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-30T20:25:40.180385] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-30T20:25:40.181205] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-30T20:25:40.181258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:40.181291] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:40.181319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:40.181378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:40.240652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:40.241287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:40.241369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:40.241402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:40.357340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:40.357517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:40.357567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:40.357620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:40.361171] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-30T20:25:40.361495] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-30T20:25:40.361657] [INFO ] [sig       ] KRUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:40.507493] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KRUS.txt
[2025-12-30T20:25:40.507646] [INFO ] [sig       ] [1834/3539] Completed KRUS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-30T20:25:40.507689] [INFO ] [sig       ] [1835/3539] Forecasting KRYS...
[2025-12-30T20:25:40.507719] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-30T20:25:40.507750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-30T20:25:40.519092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-30T20:25:40.519392] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-30T20:25:40.520212] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-30T20:25:40.520265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:40.520298] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:40.520325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:40.520391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:40.582120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:40.582934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:40.583021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:40.583054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:40.703265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:40.703417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:40.703457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:40.703487] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:40.706821] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-30T20:25:40.707084] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-30T20:25:40.707223] [INFO ] [sig       ] KRYS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:40.851203] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KRYS.txt
[2025-12-30T20:25:40.851384] [INFO ] [sig       ] [1835/3539] Completed KRYS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:40.851427] [INFO ] [sig       ] [1836/3539] Forecasting KSCP...
[2025-12-30T20:25:40.851455] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-30T20:25:40.851486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-30T20:25:40.862802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-30T20:25:40.863088] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-30T20:25:40.863918] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-30T20:25:40.863971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:40.864003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:40.864029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:40.864086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:40.920810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:40.921472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:40.921560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:40.921611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:41.041459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:41.041821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:41.041880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:41.041911] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:41.045745] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-30T20:25:41.046033] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-30T20:25:41.046168] [INFO ] [sig       ] KSCP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:41.191197] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KSCP.txt
[2025-12-30T20:25:41.191338] [INFO ] [sig       ] [1836/3539] Completed KSCP in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:41.191379] [INFO ] [sig       ] [1837/3539] Forecasting KSPI...
[2025-12-30T20:25:41.191410] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-30T20:25:41.191442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-30T20:25:41.202555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-30T20:25:41.202879] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-30T20:25:41.203652] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-30T20:25:41.203705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:41.203736] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:41.203764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:41.203822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:41.260740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:41.261391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:41.261471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:41.261503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:41.378113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:41.378263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:41.378320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:41.378351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:41.381683] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-30T20:25:41.381947] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-30T20:25:41.382070] [INFO ] [sig       ] KSPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:41.530203] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KSPI.txt
[2025-12-30T20:25:41.530351] [INFO ] [sig       ] [1837/3539] Completed KSPI in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:41.530398] [INFO ] [sig       ] [1838/3539] Forecasting KSS...
[2025-12-30T20:25:41.530435] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-30T20:25:41.530472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-30T20:25:41.543041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-30T20:25:41.543344] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-30T20:25:41.544122] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-30T20:25:41.544175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:41.544207] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:41.544234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:41.544291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:41.605442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:41.606353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:41.606442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:41.606476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:41.729057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:41.729208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:41.729249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:41.729277] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:41.732602] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-30T20:25:41.732869] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-30T20:25:41.732992] [INFO ] [sig       ] KSS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:41.876795] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KSS.txt
[2025-12-30T20:25:41.876928] [INFO ] [sig       ] [1838/3539] Completed KSS in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:41.876969] [INFO ] [sig       ] [1839/3539] Forecasting KTB...
[2025-12-30T20:25:41.876999] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-30T20:25:41.877030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-30T20:25:41.896462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-30T20:25:41.897197] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-30T20:25:41.898353] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-30T20:25:41.898423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:41.898511] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:41.898546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:41.898651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:41.962880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:41.964031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:41.964145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:41.964179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:42.085217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:42.085405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:42.085450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:42.085478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:42.088975] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-12-30T20:25:42.089265] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-30T20:25:42.089395] [INFO ] [sig       ] KTB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:42.230275] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KTB.txt
[2025-12-30T20:25:42.230455] [INFO ] [sig       ] [1839/3539] Completed KTB in 0.4s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:42.230498] [INFO ] [sig       ] [1840/3539] Forecasting KTCC...
[2025-12-30T20:25:42.230527] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-30T20:25:42.230558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-30T20:25:42.242697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-30T20:25:42.243048] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-30T20:25:42.243963] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-30T20:25:42.244016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:42.244047] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:42.244073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:42.244130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:42.300381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:42.301257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:42.301347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:42.301381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:42.404711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:42.404866] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:25:42.404907] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:42.404935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:42.408201] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-30T20:25:42.408466] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-30T20:25:42.408606] [INFO ] [sig       ] KTCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:42.552747] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KTCC.txt
[2025-12-30T20:25:42.552911] [INFO ] [sig       ] [1840/3539] Completed KTCC in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:42.552953] [INFO ] [sig       ] [1841/3539] Forecasting KTF...
[2025-12-30T20:25:42.552983] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-30T20:25:42.553013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-30T20:25:42.564841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-30T20:25:42.565239] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-30T20:25:42.566071] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-30T20:25:42.566131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:42.566177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:42.566205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:42.566268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:42.623606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:42.624468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:42.624560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:42.624629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:42.749915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:42.750110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:42.750153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:42.750181] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:42.753757] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-12-30T20:25:42.754071] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-30T20:25:42.754200] [INFO ] [sig       ] KTF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:42.898078] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KTF.txt
[2025-12-30T20:25:42.898215] [INFO ] [sig       ] [1841/3539] Completed KTF in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:42.898256] [INFO ] [sig       ] [1842/3539] Forecasting KURA...
[2025-12-30T20:25:42.898285] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-30T20:25:42.898317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-30T20:25:42.910283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-30T20:25:42.910561] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-30T20:25:42.911340] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-30T20:25:42.911392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:42.911423] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:42.911449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:42.911507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:42.967187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:42.967821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:42.967913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:42.967948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:43.086362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:43.086502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:43.086541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:43.086619] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:43.089941] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-30T20:25:43.090208] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-30T20:25:43.090329] [INFO ] [sig       ] KURA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:43.230076] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KURA.txt
[2025-12-30T20:25:43.230235] [INFO ] [sig       ] [1842/3539] Completed KURA in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-30T20:25:43.230275] [INFO ] [sig       ] [1843/3539] Forecasting KVHI...
[2025-12-30T20:25:43.230305] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-30T20:25:43.230335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-30T20:25:43.241189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-30T20:25:43.241516] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-30T20:25:43.242284] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-30T20:25:43.242336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:43.242368] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:43.242394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:43.242450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:43.299059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:43.299939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:43.300024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:43.300056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:43.411048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:43.411205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:43.411245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:43.411272] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:43.414554] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-30T20:25:43.414839] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-30T20:25:43.414962] [INFO ] [sig       ] KVHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:43.556234] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KVHI.txt
[2025-12-30T20:25:43.556362] [INFO ] [sig       ] [1843/3539] Completed KVHI in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:43.556400] [INFO ] [sig       ] [1844/3539] Forecasting KVUE...
[2025-12-30T20:25:43.556428] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-30T20:25:43.556458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-30T20:25:43.568228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-30T20:25:43.568513] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-30T20:25:43.569354] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-30T20:25:43.569419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:43.569458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:43.569490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:43.569550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:43.625245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:43.625865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:43.625946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:43.625978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:43.739102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:43.739241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:43.739280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:43.739309] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:43.742534] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-30T20:25:43.742819] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-30T20:25:43.742941] [INFO ] [sig       ] KVUE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:43.881046] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KVUE.txt
[2025-12-30T20:25:43.881169] [INFO ] [sig       ] [1844/3539] Completed KVUE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:43.881208] [INFO ] [sig       ] [1845/3539] Forecasting KVYO...
[2025-12-30T20:25:43.881244] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-30T20:25:43.881275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-30T20:25:43.892431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-30T20:25:43.892741] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-30T20:25:43.893485] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-30T20:25:43.893537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:43.893588] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:43.893617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:43.893676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:43.949363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:43.950009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:43.950087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:43.950118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:44.069377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:44.069533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:44.069589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:44.069622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:44.072925] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-30T20:25:44.073191] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-30T20:25:44.073314] [INFO ] [sig       ] KVYO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:44.213440] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KVYO.txt
[2025-12-30T20:25:44.213596] [INFO ] [sig       ] [1845/3539] Completed KVYO in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:44.213637] [INFO ] [sig       ] [1846/3539] Forecasting KYN...
[2025-12-30T20:25:44.213666] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-30T20:25:44.213696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-30T20:25:44.225725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-30T20:25:44.226052] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-30T20:25:44.226835] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-30T20:25:44.226887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:44.226919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:44.226945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:44.227003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:44.286553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:44.287377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:44.287458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:44.287491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:44.401375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:44.401523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:44.401562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:44.401609] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:44.404908] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-30T20:25:44.405177] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-30T20:25:44.405310] [INFO ] [sig       ] KYN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:44.543134] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KYN.txt
[2025-12-30T20:25:44.543275] [INFO ] [sig       ] [1846/3539] Completed KYN in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:44.543315] [INFO ] [sig       ] [1847/3539] Forecasting KYTX...
[2025-12-30T20:25:44.543345] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-30T20:25:44.543377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-30T20:25:44.555240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-30T20:25:44.555548] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-30T20:25:44.556312] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-30T20:25:44.556364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:44.556395] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:44.556421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:44.556478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:44.612399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:44.613115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:44.613197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:44.613229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:44.731395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:44.731551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:44.731609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:44.731640] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:44.734981] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-30T20:25:44.735251] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-30T20:25:44.735376] [INFO ] [sig       ] KYTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:44.874057] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/KYTX.txt
[2025-12-30T20:25:44.874184] [INFO ] [sig       ] [1847/3539] Completed KYTX in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:44.874223] [INFO ] [sig       ] [1848/3539] Forecasting KZIA...
[2025-12-30T20:25:44.874252] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-30T20:25:44.874282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-30T20:25:44.885401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-30T20:25:44.885739] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-30T20:25:44.886627] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-30T20:25:44.886681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:44.886714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:44.886739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:44.886798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:44.943806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:44.944440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:44.944521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:44.944555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:45.063122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:45.063300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:45.063346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:45.063396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:45.066795] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-30T20:25:45.067070] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-30T20:25:45.067191] [INFO ] [sig       ] KZIA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:45.207357] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/KZIA.txt
[2025-12-30T20:25:45.207515] [INFO ] [sig       ] [1848/3539] Completed KZIA in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:45.207555] [INFO ] [sig       ] [1849/3539] Forecasting L...
[2025-12-30T20:25:45.207609] [INFO ] [sig       ] Generating forecast for: L
[2025-12-30T20:25:45.207641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-30T20:25:45.219255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-30T20:25:45.219649] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-30T20:25:45.220447] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-30T20:25:45.220501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:45.220535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:45.220563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:45.220642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:45.277943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:45.278885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:45.279009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:45.279045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:45.395063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:45.395216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:45.395259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:45.395288] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:45.398695] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-30T20:25:45.398987] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-30T20:25:45.399117] [INFO ] [sig       ] L: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:45.538880] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/L.txt
[2025-12-30T20:25:45.539011] [INFO ] [sig       ] [1849/3539] Completed L in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:45.539050] [INFO ] [sig       ] [1850/3539] Forecasting LAB...
[2025-12-30T20:25:45.539080] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-30T20:25:45.539111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-30T20:25:45.550372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-30T20:25:45.550668] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-30T20:25:45.551414] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-30T20:25:45.551465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:45.551496] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:45.551522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:45.551601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:45.610932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:45.611820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:45.611909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:45.611943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:45.740674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:45.740832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:45.740872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:45.740901] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:45.744206] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-12-30T20:25:45.744490] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-30T20:25:45.744632] [INFO ] [sig       ] LAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:45.891738] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LAB.txt
[2025-12-30T20:25:45.891922] [INFO ] [sig       ] [1850/3539] Completed LAB in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:45.891965] [INFO ] [sig       ] [1851/3539] Forecasting LAC...
[2025-12-30T20:25:45.891994] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-30T20:25:45.892032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-30T20:25:45.903679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-30T20:25:45.904061] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-30T20:25:45.904859] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-30T20:25:45.904911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:45.904948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:45.904976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:45.905039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:45.961637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:45.962481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:45.962567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:45.962618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:46.084749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:46.084928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:46.084971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:46.085001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:46.088412] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-30T20:25:46.088739] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-30T20:25:46.088882] [INFO ] [sig       ] LAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:46.235331] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LAC.txt
[2025-12-30T20:25:46.235463] [INFO ] [sig       ] [1851/3539] Completed LAC in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-30T20:25:46.235501] [INFO ] [sig       ] [1852/3539] Forecasting LAD...
[2025-12-30T20:25:46.235531] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-30T20:25:46.235561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-30T20:25:46.246892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-30T20:25:46.247170] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-30T20:25:46.247943] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-30T20:25:46.247995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:46.248027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:46.248052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:46.248120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:46.305268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:46.305935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:46.306014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:46.306047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:46.419270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:46.419421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:46.419461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:46.419490] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:46.422775] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-30T20:25:46.423041] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-30T20:25:46.423164] [INFO ] [sig       ] LAD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:46.563373] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LAD.txt
[2025-12-30T20:25:46.563524] [INFO ] [sig       ] [1852/3539] Completed LAD in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:46.563564] [INFO ] [sig       ] [1853/3539] Forecasting LAES...
[2025-12-30T20:25:46.563614] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-30T20:25:46.563645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-30T20:25:46.575428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-30T20:25:46.575814] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-30T20:25:46.576590] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-30T20:25:46.576643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:46.576675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:46.576702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:46.576760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:46.636590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:46.637417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:46.637498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:46.637530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:46.751354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:46.751506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:46.751545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:46.751592] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:46.754879] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-12-30T20:25:46.755143] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-30T20:25:46.755266] [INFO ] [sig       ] LAES: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:46.895344] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LAES.txt
[2025-12-30T20:25:46.895480] [INFO ] [sig       ] [1853/3539] Completed LAES in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:46.895519] [INFO ] [sig       ] [1854/3539] Forecasting LAKE...
[2025-12-30T20:25:46.895548] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-30T20:25:46.895596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-30T20:25:46.907144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-30T20:25:46.907425] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-30T20:25:46.908196] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-30T20:25:46.908259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:46.908291] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:46.908318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:46.908380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:46.964922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:46.965546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:46.965641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:46.965675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:47.080500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:47.080683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:47.080724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:47.080753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:47.084112] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-30T20:25:47.084383] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-30T20:25:47.084505] [INFO ] [sig       ] LAKE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:47.226061] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LAKE.txt
[2025-12-30T20:25:47.226205] [INFO ] [sig       ] [1854/3539] Completed LAKE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:47.226246] [INFO ] [sig       ] [1855/3539] Forecasting LAND...
[2025-12-30T20:25:47.226275] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-30T20:25:47.226308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-30T20:25:47.238452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-30T20:25:47.238800] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-30T20:25:47.239600] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-30T20:25:47.239653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:47.239687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:47.239713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:47.239770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:47.296193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:47.296852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:47.296935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:47.296967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:47.415475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:47.415656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:47.415699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:47.415727] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:47.422267] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-30T20:25:47.422770] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-30T20:25:47.422918] [INFO ] [sig       ] LAND: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:47.563545] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LAND.txt
[2025-12-30T20:25:47.563757] [INFO ] [sig       ] [1855/3539] Completed LAND in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:47.563802] [INFO ] [sig       ] [1856/3539] Forecasting LANDO...
[2025-12-30T20:25:47.563835] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-30T20:25:47.563866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-30T20:25:47.575228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-30T20:25:47.575609] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-30T20:25:47.576390] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-30T20:25:47.576441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:47.576498] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:47.576526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:47.576604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:47.633229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:47.633949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:47.634029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:47.634061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:47.739075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:47.739220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:47.739260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:47.739288] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:47.742548] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-30T20:25:47.742837] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-30T20:25:47.742960] [INFO ] [sig       ] LANDO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:47.883056] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LANDO.txt
[2025-12-30T20:25:47.883215] [INFO ] [sig       ] [1856/3539] Completed LANDO in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:47.883257] [INFO ] [sig       ] [1857/3539] Forecasting LANDP...
[2025-12-30T20:25:47.883287] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-30T20:25:47.883317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-30T20:25:47.894695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-30T20:25:47.894995] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-30T20:25:47.895766] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-30T20:25:47.895818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:47.895848] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:47.895874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:47.895931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:47.952917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:47.953570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:47.953669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:47.953701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:48.065470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:48.065638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:48.065680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:48.065709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:48.069018] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-30T20:25:48.069285] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-30T20:25:48.069409] [INFO ] [sig       ] LANDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:48.213454] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LANDP.txt
[2025-12-30T20:25:48.213628] [INFO ] [sig       ] [1857/3539] Completed LANDP in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:48.213672] [INFO ] [sig       ] [1858/3539] Forecasting LASE...
[2025-12-30T20:25:48.213701] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-30T20:25:48.213731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-30T20:25:48.225313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-30T20:25:48.225644] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-30T20:25:48.226419] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-30T20:25:48.226473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:48.226507] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:48.226533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:48.226607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:48.284351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:48.285206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:48.285290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:48.285323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:48.400084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:48.400241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:48.400281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:48.400310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:48.403627] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-30T20:25:48.403905] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-30T20:25:48.404027] [INFO ] [sig       ] LASE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:48.552782] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LASE.txt
[2025-12-30T20:25:48.552957] [INFO ] [sig       ] [1858/3539] Completed LASE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:48.553000] [INFO ] [sig       ] [1859/3539] Forecasting LAZ...
[2025-12-30T20:25:48.553031] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-30T20:25:48.553064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-30T20:25:48.564373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-30T20:25:48.564745] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-30T20:25:48.565493] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-30T20:25:48.565546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:48.565601] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:48.565631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:48.565689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:48.622828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:48.623727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:48.623817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:48.623852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:48.747468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:48.747652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:48.747695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:48.747759] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:48.751249] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-30T20:25:48.751561] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-30T20:25:48.751707] [INFO ] [sig       ] LAZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:48.893224] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LAZ.txt
[2025-12-30T20:25:48.893358] [INFO ] [sig       ] [1859/3539] Completed LAZ in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:48.893398] [INFO ] [sig       ] [1860/3539] Forecasting LBRDA...
[2025-12-30T20:25:48.893429] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-30T20:25:48.893461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-30T20:25:48.904803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-30T20:25:48.905096] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-30T20:25:48.905903] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-30T20:25:48.905955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:48.905986] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:48.906013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:48.906069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:48.962428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:48.963084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:48.963165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:48.963197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:49.088113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:49.088305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:49.088352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:49.088382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:49.091870] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-30T20:25:49.092157] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-30T20:25:49.092285] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:49.233448] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LBRDA.txt
[2025-12-30T20:25:49.233586] [INFO ] [sig       ] [1860/3539] Completed LBRDA in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-30T20:25:49.233628] [INFO ] [sig       ] [1861/3539] Forecasting LBRDK...
[2025-12-30T20:25:49.233657] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-30T20:25:49.233686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-30T20:25:49.245121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-30T20:25:49.245396] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-30T20:25:49.246197] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-30T20:25:49.246248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:49.246278] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:49.246304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:49.246361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:49.303594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:49.304246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:49.304335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:49.304367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:49.423134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:49.423286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:49.423327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:49.423355] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:49.426607] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-30T20:25:49.426874] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-30T20:25:49.426994] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:49.569329] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LBRDK.txt
[2025-12-30T20:25:49.569488] [INFO ] [sig       ] [1861/3539] Completed LBRDK in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:49.569537] [INFO ] [sig       ] [1862/3539] Forecasting LBTYA...
[2025-12-30T20:25:49.569594] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-30T20:25:49.569636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-30T20:25:49.581009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-30T20:25:49.581282] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-30T20:25:49.582048] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-30T20:25:49.582099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:49.582130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:49.582156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:49.582213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:49.638915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:49.639509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:49.639604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:49.639639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:49.756159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:49.756290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:49.756328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:49.756357] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:49.759662] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-30T20:25:49.759929] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-30T20:25:49.760049] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:49.904238] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LBTYA.txt
[2025-12-30T20:25:49.904369] [INFO ] [sig       ] [1862/3539] Completed LBTYA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:49.904409] [INFO ] [sig       ] [1863/3539] Forecasting LBTYK...
[2025-12-30T20:25:49.904438] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-30T20:25:49.904467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-30T20:25:49.917521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-30T20:25:49.917968] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-30T20:25:49.918950] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-30T20:25:49.919018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:49.919063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:49.919099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:49.919199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:49.988326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:49.989334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:49.989426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:49.989462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:50.109022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:50.109183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:50.109226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:50.109255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:50.112743] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-30T20:25:50.113025] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-30T20:25:50.113150] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:50.258657] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LBTYK.txt
[2025-12-30T20:25:50.258845] [INFO ] [sig       ] [1863/3539] Completed LBTYK in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:50.258889] [INFO ] [sig       ] [1864/3539] Forecasting LC...
[2025-12-30T20:25:50.258918] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-30T20:25:50.258948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-30T20:25:50.270801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-30T20:25:50.271089] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-30T20:25:50.271858] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-30T20:25:50.271910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:50.271941] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:50.271967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:50.272024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:50.331289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:50.332022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:50.332104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:50.332136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:50.451469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:50.451640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:50.451683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:50.451714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:50.455152] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-30T20:25:50.455429] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-30T20:25:50.455554] [INFO ] [sig       ] LC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:50.602144] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LC.txt
[2025-12-30T20:25:50.602300] [INFO ] [sig       ] [1864/3539] Completed LC in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:50.602339] [INFO ] [sig       ] [1865/3539] Forecasting LCFY...
[2025-12-30T20:25:50.602369] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-30T20:25:50.602399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-30T20:25:50.615000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-30T20:25:50.615340] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-30T20:25:50.616307] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-30T20:25:50.616372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:50.616406] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:50.616435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:50.616493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:50.674553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:50.675322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:50.675406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:50.675439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:50.784185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:50.784339] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:25:50.784381] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:50.784410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:50.787937] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-30T20:25:50.788234] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-30T20:25:50.788363] [INFO ] [sig       ] LCFY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:50.928225] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LCFY.txt
[2025-12-30T20:25:50.928358] [INFO ] [sig       ] [1865/3539] Completed LCFY in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:50.928399] [INFO ] [sig       ] [1866/3539] Forecasting LCID...
[2025-12-30T20:25:50.928428] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-30T20:25:50.928457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-30T20:25:50.939475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-30T20:25:50.939796] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-30T20:25:50.940643] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-30T20:25:50.940697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:50.940729] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:50.940757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:50.940816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:50.999161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:50.999966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:51.000078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:51.000113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:51.122889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:51.123048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:51.123090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:51.123120] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:51.126670] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-30T20:25:51.126948] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-30T20:25:51.127075] [INFO ] [sig       ] LCID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:51.280761] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LCID.txt
[2025-12-30T20:25:51.280938] [INFO ] [sig       ] [1866/3539] Completed LCID in 0.4s | 2.89 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:51.280983] [INFO ] [sig       ] [1867/3539] Forecasting LCII...
[2025-12-30T20:25:51.281013] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-30T20:25:51.281045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-30T20:25:51.292749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-30T20:25:51.293166] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-30T20:25:51.294015] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-30T20:25:51.294076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:51.294109] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:51.294137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:51.294196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:51.352715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:51.353535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:51.353636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:51.353670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:51.471205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:51.471367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:51.471409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:51.471438] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:51.474928] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-30T20:25:51.475255] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-30T20:25:51.475394] [INFO ] [sig       ] LCII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:51.620450] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LCII.txt
[2025-12-30T20:25:51.620624] [INFO ] [sig       ] [1867/3539] Completed LCII in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:51.620667] [INFO ] [sig       ] [1868/3539] Forecasting LCNB...
[2025-12-30T20:25:51.620696] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-30T20:25:51.620726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-30T20:25:51.632125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-30T20:25:51.632437] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-30T20:25:51.633290] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-30T20:25:51.633355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:51.633392] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:51.633420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:51.633481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:51.691885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:51.692642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:51.692737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:51.692772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:51.803299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:51.803449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:51.803490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:51.803519] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:51.807295] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-30T20:25:51.807586] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-30T20:25:51.807714] [INFO ] [sig       ] LCNB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:51.950073] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LCNB.txt
[2025-12-30T20:25:51.950208] [INFO ] [sig       ] [1868/3539] Completed LCNB in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-30T20:25:51.950248] [INFO ] [sig       ] [1869/3539] Forecasting LDI...
[2025-12-30T20:25:51.950277] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-30T20:25:51.950307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-30T20:25:51.961683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-30T20:25:51.961999] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-30T20:25:51.962792] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-30T20:25:51.962845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:51.962879] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:51.962907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:51.962966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:52.021858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:52.022654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:52.022748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:52.022793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:52.141487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:52.141673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:52.141720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:52.141751] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:52.145167] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-30T20:25:52.145442] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-30T20:25:52.145568] [INFO ] [sig       ] LDI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:52.285413] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LDI.txt
[2025-12-30T20:25:52.285600] [INFO ] [sig       ] [1869/3539] Completed LDI in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:52.285644] [INFO ] [sig       ] [1870/3539] Forecasting LDOS...
[2025-12-30T20:25:52.285676] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-30T20:25:52.285707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-30T20:25:52.297172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-30T20:25:52.297518] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-30T20:25:52.298298] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-30T20:25:52.298351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:52.298383] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:52.298410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:52.298468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:52.356537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:52.357439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:52.357526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:52.357558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:52.474812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:52.474967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:52.475009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:52.475038] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:52.478608] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-30T20:25:52.478920] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-30T20:25:52.479049] [INFO ] [sig       ] LDOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:52.627841] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LDOS.txt
[2025-12-30T20:25:52.627992] [INFO ] [sig       ] [1870/3539] Completed LDOS in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:52.628033] [INFO ] [sig       ] [1871/3539] Forecasting LDP...
[2025-12-30T20:25:52.628062] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-30T20:25:52.628093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-30T20:25:52.638958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-30T20:25:52.639243] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-30T20:25:52.640025] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-30T20:25:52.640076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:52.640107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:52.640133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:52.640191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:52.696883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:52.697617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:52.697701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:52.697733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:52.813457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:52.813636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:52.813679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:52.813708] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:52.817037] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-30T20:25:52.817305] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-30T20:25:52.817427] [INFO ] [sig       ] LDP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:52.960558] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LDP.txt
[2025-12-30T20:25:52.960719] [INFO ] [sig       ] [1871/3539] Completed LDP in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:52.960760] [INFO ] [sig       ] [1872/3539] Forecasting LDSF...
[2025-12-30T20:25:52.960788] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-30T20:25:52.960818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-30T20:25:52.971861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-30T20:25:52.972205] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-30T20:25:52.972997] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-30T20:25:52.973048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:52.973079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:52.973106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:52.973162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:53.030567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:53.031357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:53.031442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:53.031475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:53.141236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:53.141362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:53.141413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:53.141442] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:53.144795] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-30T20:25:53.145061] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-30T20:25:53.145183] [INFO ] [sig       ] LDSF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:53.285447] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LDSF.txt
[2025-12-30T20:25:53.285590] [INFO ] [sig       ] [1872/3539] Completed LDSF in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:53.285630] [INFO ] [sig       ] [1873/3539] Forecasting LE...
[2025-12-30T20:25:53.285659] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-30T20:25:53.285690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-30T20:25:53.297277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-30T20:25:53.297570] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-30T20:25:53.298354] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-30T20:25:53.298405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:53.298462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:53.298490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:53.298548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:53.355620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:53.356351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:53.356433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:53.356466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:53.476663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:53.476824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:53.476867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:53.476895] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:53.480380] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-30T20:25:53.480675] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-30T20:25:53.480821] [INFO ] [sig       ] LE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:53.632323] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LE.txt
[2025-12-30T20:25:53.632474] [INFO ] [sig       ] [1873/3539] Completed LE in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:53.632514] [INFO ] [sig       ] [1874/3539] Forecasting LEA...
[2025-12-30T20:25:53.632544] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-30T20:25:53.632593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-30T20:25:53.644926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-30T20:25:53.645248] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-30T20:25:53.646121] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-30T20:25:53.646180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:53.646215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:53.646247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:53.646311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:53.707209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:53.708085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:53.708173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:53.708207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:53.823876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:53.824040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:53.824084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:53.824112] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:53.827452] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-30T20:25:53.827749] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-30T20:25:53.827874] [INFO ] [sig       ] LEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:53.968174] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LEA.txt
[2025-12-30T20:25:53.968317] [INFO ] [sig       ] [1874/3539] Completed LEA in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:53.968355] [INFO ] [sig       ] [1875/3539] Forecasting LECO...
[2025-12-30T20:25:53.968384] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-30T20:25:53.968415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-30T20:25:53.980365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-30T20:25:53.980690] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-30T20:25:53.981474] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-30T20:25:53.981527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:53.981560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:53.981621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:53.981691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:54.038476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:54.039256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:54.039342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:54.039373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:54.155959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:54.156116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:54.156157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:54.156184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:54.159525] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-30T20:25:54.159851] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-30T20:25:54.159979] [INFO ] [sig       ] LECO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:54.300810] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LECO.txt
[2025-12-30T20:25:54.300938] [INFO ] [sig       ] [1875/3539] Completed LECO in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:54.300977] [INFO ] [sig       ] [1876/3539] Forecasting LEG...
[2025-12-30T20:25:54.301015] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-30T20:25:54.301052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-30T20:25:54.311921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-30T20:25:54.312270] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-30T20:25:54.313101] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-30T20:25:54.313155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:54.313198] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:54.313227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:54.313285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:54.370610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:54.371276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:54.371359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:54.371392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:54.491902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:54.492063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:54.492104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:54.492168] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:54.496945] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-30T20:25:54.497219] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-30T20:25:54.497346] [INFO ] [sig       ] LEG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:54.648229] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LEG.txt
[2025-12-30T20:25:54.648388] [INFO ] [sig       ] [1876/3539] Completed LEG in 0.3s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:54.648428] [INFO ] [sig       ] [1877/3539] Forecasting LEGH...
[2025-12-30T20:25:54.648458] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-30T20:25:54.648489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-30T20:25:54.659983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-30T20:25:54.660316] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-30T20:25:54.661106] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-30T20:25:54.661158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:54.661189] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:54.661215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:54.661272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:54.718254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:54.719146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:54.719229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:54.719261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:54.856565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:54.856745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:54.856788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:54.856816] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:54.860198] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-30T20:25:54.860469] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-30T20:25:54.860617] [INFO ] [sig       ] LEGH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:55.004940] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LEGH.txt
[2025-12-30T20:25:55.005099] [INFO ] [sig       ] [1877/3539] Completed LEGH in 0.4s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:55.005140] [INFO ] [sig       ] [1878/3539] Forecasting LEGN...
[2025-12-30T20:25:55.005169] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-30T20:25:55.005200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-30T20:25:55.017513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-30T20:25:55.017894] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-30T20:25:55.018740] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-30T20:25:55.018805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:55.018848] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:55.018887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:55.018966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:55.078256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:55.078922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:55.079004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:55.079038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:55.201393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:55.201564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:55.201631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:55.201668] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:55.205170] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-30T20:25:55.205444] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-30T20:25:55.205568] [INFO ] [sig       ] LEGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:55.356669] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LEGN.txt
[2025-12-30T20:25:55.356791] [INFO ] [sig       ] [1878/3539] Completed LEGN in 0.4s | 2.89 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-30T20:25:55.356830] [INFO ] [sig       ] [1879/3539] Forecasting LEN...
[2025-12-30T20:25:55.356859] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-30T20:25:55.356889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-30T20:25:55.368636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-30T20:25:55.368949] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-30T20:25:55.369756] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-30T20:25:55.369809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:55.369841] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:55.369868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:55.369926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:55.430230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:55.430915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:55.430997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:55.431031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:55.554793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:55.554944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:55.554985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:55.555013] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:55.558288] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-30T20:25:55.558555] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-30T20:25:55.558700] [INFO ] [sig       ] LEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:55.716695] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LEN.txt
[2025-12-30T20:25:55.716869] [INFO ] [sig       ] [1879/3539] Completed LEN in 0.4s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:55.716909] [INFO ] [sig       ] [1880/3539] Forecasting LENZ...
[2025-12-30T20:25:55.716946] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-30T20:25:55.716978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-30T20:25:55.729282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-30T20:25:55.729728] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-30T20:25:55.730609] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-30T20:25:55.730665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:55.730698] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:55.730725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:55.730788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:55.789210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:55.790082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:55.790168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:55.790200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:55.909372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:55.909529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:55.909589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:55.909622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:55.913003] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-30T20:25:55.913278] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-30T20:25:55.913402] [INFO ] [sig       ] LENZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:56.055059] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LENZ.txt
[2025-12-30T20:25:56.055206] [INFO ] [sig       ] [1880/3539] Completed LENZ in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:56.055258] [INFO ] [sig       ] [1881/3539] Forecasting LEO...
[2025-12-30T20:25:56.055290] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-30T20:25:56.055323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-30T20:25:56.066996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-30T20:25:56.067289] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-30T20:25:56.068088] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-30T20:25:56.068142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:56.068175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:56.068204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:56.068263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:56.126219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:56.126964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:56.127047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:56.127080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:56.252757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:56.252940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:56.252981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:56.253009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:56.256565] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=74.18%)
[2025-12-30T20:25:56.256917] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-30T20:25:56.257067] [INFO ] [sig       ] LEO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:56.406291] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LEO.txt
[2025-12-30T20:25:56.406446] [INFO ] [sig       ] [1881/3539] Completed LEO in 0.4s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:56.406485] [INFO ] [sig       ] [1882/3539] Forecasting LESL...
[2025-12-30T20:25:56.406516] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-30T20:25:56.406547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-30T20:25:56.418174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-30T20:25:56.418525] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-30T20:25:56.419337] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-30T20:25:56.419390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:56.419421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:56.419447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:56.419506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:56.477340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:56.478254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:56.478343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:56.478376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:56.602850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:56.603015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:56.603058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:56.603086] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:56.606394] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-30T20:25:56.606686] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-30T20:25:56.606808] [INFO ] [sig       ] LESL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:56.748091] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LESL.txt
[2025-12-30T20:25:56.748262] [INFO ] [sig       ] [1882/3539] Completed LESL in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:56.748303] [INFO ] [sig       ] [1883/3539] Forecasting LEVI...
[2025-12-30T20:25:56.748332] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-30T20:25:56.748361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-30T20:25:56.760942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-30T20:25:56.761325] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-30T20:25:56.762111] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-30T20:25:56.762163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:56.762193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:56.762220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:56.762277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:56.819834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:56.820735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:56.820857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:56.820890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:56.942831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:56.942992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:56.943034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:56.943080] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:56.946425] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-30T20:25:56.946712] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-30T20:25:56.946837] [INFO ] [sig       ] LEVI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:57.093968] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LEVI.txt
[2025-12-30T20:25:57.094137] [INFO ] [sig       ] [1883/3539] Completed LEVI in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:57.094185] [INFO ] [sig       ] [1884/3539] Forecasting LFMD...
[2025-12-30T20:25:57.094219] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-30T20:25:57.094250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-30T20:25:57.105304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-30T20:25:57.105648] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-30T20:25:57.106406] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-30T20:25:57.106457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:57.106487] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:57.106513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:57.106587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:57.164565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:57.165446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:57.165530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:57.165563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:57.285899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:57.286058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:57.286100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:57.286127] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:57.289609] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-30T20:25:57.289890] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-30T20:25:57.290014] [INFO ] [sig       ] LFMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:57.432106] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LFMD.txt
[2025-12-30T20:25:57.432245] [INFO ] [sig       ] [1884/3539] Completed LFMD in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:57.432285] [INFO ] [sig       ] [1885/3539] Forecasting LFUS...
[2025-12-30T20:25:57.432313] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-30T20:25:57.432344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-30T20:25:57.443434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-30T20:25:57.443733] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-30T20:25:57.444474] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-30T20:25:57.444524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:57.444555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:57.444601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:57.444660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:57.503320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:57.503986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:57.504067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:57.504113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:57.627384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:57.627547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:57.627612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:57.627644] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:57.631769] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-30T20:25:57.632057] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-30T20:25:57.632190] [INFO ] [sig       ] LFUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:57.776170] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LFUS.txt
[2025-12-30T20:25:57.776314] [INFO ] [sig       ] [1885/3539] Completed LFUS in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-30T20:25:57.776353] [INFO ] [sig       ] [1886/3539] Forecasting LFVN...
[2025-12-30T20:25:57.776383] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-30T20:25:57.776415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-30T20:25:57.788470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-30T20:25:57.790445] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-30T20:25:57.791404] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-30T20:25:57.791471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:57.791517] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:57.791558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:57.791665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:57.857372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:57.858249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:57.858333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:57.858366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:57.977316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:57.977475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:57.977516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:57.977545] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:57.982307] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-30T20:25:57.982752] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-30T20:25:57.982912] [INFO ] [sig       ] LFVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:58.127520] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LFVN.txt
[2025-12-30T20:25:58.127751] [INFO ] [sig       ] [1886/3539] Completed LFVN in 0.4s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:58.127794] [INFO ] [sig       ] [1887/3539] Forecasting LGCL...
[2025-12-30T20:25:58.127824] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-30T20:25:58.127853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-30T20:25:58.139036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-30T20:25:58.139436] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-30T20:25:58.140241] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-30T20:25:58.140295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:58.140327] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:58.140369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:58.140429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:58.198457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:58.199361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:58.199449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:58.199483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:58.310953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:58.311115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:58.311157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:58.311187] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:58.314912] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=42.87%)
[2025-12-30T20:25:58.315259] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-30T20:25:58.315410] [INFO ] [sig       ] LGCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:58.457940] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LGCL.txt
[2025-12-30T20:25:58.458094] [INFO ] [sig       ] [1887/3539] Completed LGCL in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:58.458133] [INFO ] [sig       ] [1888/3539] Forecasting LGI...
[2025-12-30T20:25:58.458162] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-30T20:25:58.458194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-30T20:25:58.469614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-30T20:25:58.469993] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-30T20:25:58.470779] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-30T20:25:58.470831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:58.470862] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:58.470888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:58.470945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:58.532663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:58.533608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:58.533696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:58.533730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:58.663085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:58.663243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:58.663287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:58.663317] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:58.666918] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-30T20:25:58.667235] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-30T20:25:58.667377] [INFO ] [sig       ] LGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:58.809962] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LGI.txt
[2025-12-30T20:25:58.810116] [INFO ] [sig       ] [1888/3539] Completed LGI in 0.4s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:58.810156] [INFO ] [sig       ] [1889/3539] Forecasting LGIH...
[2025-12-30T20:25:58.810186] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-30T20:25:58.810217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-30T20:25:58.821417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-30T20:25:58.821761] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-30T20:25:58.822609] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-30T20:25:58.822663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:58.822695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:58.822722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:58.822780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:58.881031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:58.881912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:58.882002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:58.882041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:58.997567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:58.997739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:58.997779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:58.997809] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:59.001155] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-30T20:25:59.001436] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-30T20:25:59.001564] [INFO ] [sig       ] LGIH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:25:59.144693] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LGIH.txt
[2025-12-30T20:25:59.144869] [INFO ] [sig       ] [1889/3539] Completed LGIH in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:59.144907] [INFO ] [sig       ] [1890/3539] Forecasting LGND...
[2025-12-30T20:25:59.144936] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-30T20:25:59.144965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-30T20:25:59.157816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-30T20:25:59.158251] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-30T20:25:59.159338] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-30T20:25:59.159395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:59.159465] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:59.159504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:59.159617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:59.224489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:59.225600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:59.225689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:59.225722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:59.344655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:59.344827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:59.344875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:59.344903] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:59.348338] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-12-30T20:25:59.348626] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-30T20:25:59.348790] [INFO ] [sig       ] LGND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:59.490699] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LGND.txt
[2025-12-30T20:25:59.490870] [INFO ] [sig       ] [1890/3539] Completed LGND in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:59.490917] [INFO ] [sig       ] [1891/3539] Forecasting LH...
[2025-12-30T20:25:59.490946] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-30T20:25:59.490984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-30T20:25:59.502005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-30T20:25:59.502308] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-30T20:25:59.503161] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-30T20:25:59.503216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:59.503249] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:59.503276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:59.503334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:59.561810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:59.562673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:59.562760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:59.562793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:25:59.683047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:25:59.683198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:25:59.683239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:25:59.683269] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:25:59.686729] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-12-30T20:25:59.687189] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-30T20:25:59.687316] [INFO ] [sig       ] LH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:25:59.831903] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LH.txt
[2025-12-30T20:25:59.832037] [INFO ] [sig       ] [1891/3539] Completed LH in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:25:59.832076] [INFO ] [sig       ] [1892/3539] Forecasting LHX...
[2025-12-30T20:25:59.832106] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-30T20:25:59.832136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-30T20:25:59.843152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-30T20:25:59.843486] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-30T20:25:59.844263] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-30T20:25:59.844315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:25:59.844347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:25:59.844374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:25:59.844431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:25:59.901936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:25:59.902691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:25:59.902774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:25:59.902806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:00.024120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:00.024284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:00.024323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:00.024351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:00.027720] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2025-12-30T20:26:00.028003] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-30T20:26:00.028127] [INFO ] [sig       ] LHX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:00.173513] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LHX.txt
[2025-12-30T20:26:00.173702] [INFO ] [sig       ] [1892/3539] Completed LHX in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:26:00.173751] [INFO ] [sig       ] [1893/3539] Forecasting LI...
[2025-12-30T20:26:00.173781] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-30T20:26:00.173813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-30T20:26:00.185425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-30T20:26:00.185782] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-30T20:26:00.186542] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-30T20:26:00.186615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:00.186649] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:00.186675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:00.186732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:00.244229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:00.245060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:00.245319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:00.245356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:00.363974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:00.364089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:00.364130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:00.364159] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:00.367502] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-30T20:26:00.367812] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-30T20:26:00.367937] [INFO ] [sig       ] LI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:00.507632] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LI.txt
[2025-12-30T20:26:00.507766] [INFO ] [sig       ] [1893/3539] Completed LI in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:26:00.507806] [INFO ] [sig       ] [1894/3539] Forecasting LICN...
[2025-12-30T20:26:00.507835] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-30T20:26:00.507866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-30T20:26:00.518177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-30T20:26:00.518445] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-30T20:26:00.519243] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-30T20:26:00.519295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:00.519325] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:00.519359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:00.519415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:00.575439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:00.576067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:00.576146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:00.576178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:00.693342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:00.693500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:00.693540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:00.693585] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:00.696911] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-12-30T20:26:00.697174] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-30T20:26:00.697293] [INFO ] [sig       ] LICN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:00.836767] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LICN.txt
[2025-12-30T20:26:00.836902] [INFO ] [sig       ] [1894/3539] Completed LICN in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:26:00.836942] [INFO ] [sig       ] [1895/3539] Forecasting LIF...
[2025-12-30T20:26:00.836972] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-30T20:26:00.837003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-30T20:26:00.847861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-30T20:26:00.848143] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-30T20:26:00.848955] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-30T20:26:00.849007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:00.849038] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:00.849063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:00.849119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:00.908666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:00.909380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:00.909461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:00.909493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:01.030934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:01.031067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:01.031107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:01.031135] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:01.034659] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-30T20:26:01.035038] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-30T20:26:01.035179] [INFO ] [sig       ] LIF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:01.183167] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LIF.txt
[2025-12-30T20:26:01.183331] [INFO ] [sig       ] [1895/3539] Completed LIF in 0.3s | 2.89 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-30T20:26:01.183372] [INFO ] [sig       ] [1896/3539] Forecasting LII...
[2025-12-30T20:26:01.183402] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-30T20:26:01.183432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-30T20:26:01.195071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-30T20:26:01.195481] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-30T20:26:01.196309] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-30T20:26:01.196362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:01.196393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:01.196419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:01.196475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:01.253904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:01.254791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:01.254881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:01.254915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:01.373938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:01.374127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:01.374169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:01.374198] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:01.377787] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2025-12-30T20:26:01.378142] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-30T20:26:01.378282] [INFO ] [sig       ] LII: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:01.529634] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LII.txt
[2025-12-30T20:26:01.529798] [INFO ] [sig       ] [1896/3539] Completed LII in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:01.529840] [INFO ] [sig       ] [1897/3539] Forecasting LILA...
[2025-12-30T20:26:01.529870] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-30T20:26:01.529903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-30T20:26:01.542203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-30T20:26:01.542630] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-30T20:26:01.543423] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-30T20:26:01.543476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:01.543508] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:01.543535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:01.543620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:01.604792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:01.605719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:01.605809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:01.605842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:01.724849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:01.725012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:01.725054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:01.725082] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:01.728401] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-30T20:26:01.728710] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-30T20:26:01.728870] [INFO ] [sig       ] LILA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:01.876455] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LILA.txt
[2025-12-30T20:26:01.876645] [INFO ] [sig       ] [1897/3539] Completed LILA in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:01.876691] [INFO ] [sig       ] [1898/3539] Forecasting LILAK...
[2025-12-30T20:26:01.876720] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-30T20:26:01.876753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-30T20:26:01.887717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-30T20:26:01.888075] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-30T20:26:01.889322] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-30T20:26:01.889506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:01.889569] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:01.889671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:01.889787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:01.947804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:01.948867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:01.948956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:01.948990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:02.076052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:02.076211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:02.076254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:02.076284] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:02.080238] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-30T20:26:02.080553] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-30T20:26:02.080712] [INFO ] [sig       ] LILAK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:02.235780] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LILAK.txt
[2025-12-30T20:26:02.235953] [INFO ] [sig       ] [1898/3539] Completed LILAK in 0.4s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:02.236015] [INFO ] [sig       ] [1899/3539] Forecasting LIN...
[2025-12-30T20:26:02.236050] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-30T20:26:02.236085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-30T20:26:02.248706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-30T20:26:02.249109] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-30T20:26:02.250007] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-30T20:26:02.250071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:02.250108] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:02.250143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:02.250222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:02.315105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:02.315970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:02.316080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:02.316134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:02.445087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:02.445257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:02.445301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:02.445330] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:02.449295] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-30T20:26:02.449651] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-30T20:26:02.449807] [INFO ] [sig       ] LIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:02.606705] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LIN.txt
[2025-12-30T20:26:02.606871] [INFO ] [sig       ] [1899/3539] Completed LIN in 0.4s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:02.606921] [INFO ] [sig       ] [1900/3539] Forecasting LINC...
[2025-12-30T20:26:02.606955] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-30T20:26:02.606987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-30T20:26:02.619080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-30T20:26:02.619418] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-30T20:26:02.620365] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-30T20:26:02.620434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:02.620469] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:02.620498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:02.620559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:02.683426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:02.684359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:02.684487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:02.684523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:02.803455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:02.803643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:02.803690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:02.803720] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:02.807298] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=80.65%)
[2025-12-30T20:26:02.807605] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-30T20:26:02.807760] [INFO ] [sig       ] LINC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:02.959320] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LINC.txt
[2025-12-30T20:26:02.959476] [INFO ] [sig       ] [1900/3539] Completed LINC in 0.4s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:02.959520] [INFO ] [sig       ] [1901/3539] Forecasting LIND...
[2025-12-30T20:26:02.959552] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-30T20:26:02.959609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-30T20:26:02.971699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-30T20:26:02.972064] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-30T20:26:02.972868] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-30T20:26:02.972922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:02.972955] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:02.972984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:02.973044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:03.035466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:03.036328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:03.036416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:03.036451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:03.160980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:03.161148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:03.161196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:03.161227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:03.164883] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-30T20:26:03.165212] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-30T20:26:03.165374] [INFO ] [sig       ] LIND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:03.308885] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LIND.txt
[2025-12-30T20:26:03.309031] [INFO ] [sig       ] [1901/3539] Completed LIND in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:03.309071] [INFO ] [sig       ] [1902/3539] Forecasting LINE...
[2025-12-30T20:26:03.309101] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-30T20:26:03.309131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-30T20:26:03.320221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-30T20:26:03.320505] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-30T20:26:03.321324] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-30T20:26:03.321378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:03.321410] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:03.321436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:03.321505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:03.378637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:03.379318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:03.379400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:03.379433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:03.502268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:03.502424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:03.502466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:03.502495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:03.505895] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-30T20:26:03.506167] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-30T20:26:03.506292] [INFO ] [sig       ] LINE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:03.645656] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LINE.txt
[2025-12-30T20:26:03.645784] [INFO ] [sig       ] [1902/3539] Completed LINE in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-30T20:26:03.645824] [INFO ] [sig       ] [1903/3539] Forecasting LINK...
[2025-12-30T20:26:03.645853] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-30T20:26:03.645883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-30T20:26:03.657985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-30T20:26:03.658321] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-30T20:26:03.659155] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-30T20:26:03.659208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:03.659240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:03.659266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:03.659322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:03.717096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:03.717912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:03.718001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:03.718035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:03.829987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:03.830149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:03.830191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:03.830221] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:03.833964] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-30T20:26:03.834267] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-30T20:26:03.834402] [INFO ] [sig       ] LINK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:03.987707] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LINK.txt
[2025-12-30T20:26:03.987919] [INFO ] [sig       ] [1903/3539] Completed LINK in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:03.987971] [INFO ] [sig       ] [1904/3539] Forecasting LITE...
[2025-12-30T20:26:03.988003] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-30T20:26:03.988035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-30T20:26:03.999848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-30T20:26:04.000259] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-30T20:26:04.001068] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-30T20:26:04.001121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:04.001153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:04.001179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:04.001236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:04.060707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:04.061616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:04.061721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:04.061759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:04.186444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:04.186619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:04.186663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:04.186693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:04.190588] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-30T20:26:04.190879] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-30T20:26:04.191010] [INFO ] [sig       ] LITE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:04.339329] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LITE.txt
[2025-12-30T20:26:04.339455] [INFO ] [sig       ] [1904/3539] Completed LITE in 0.4s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:04.339493] [INFO ] [sig       ] [1905/3539] Forecasting LITM...
[2025-12-30T20:26:04.339523] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-30T20:26:04.339553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-30T20:26:04.350428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-30T20:26:04.350745] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-30T20:26:04.351499] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-30T20:26:04.351551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:04.351603] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:04.351632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:04.351688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:04.407568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:04.408233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:04.408311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:04.408343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:04.527229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:04.527379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:04.527420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:04.527450] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:04.530909] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-30T20:26:04.531199] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-30T20:26:04.531321] [INFO ] [sig       ] LITM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:04.673968] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LITM.txt
[2025-12-30T20:26:04.674124] [INFO ] [sig       ] [1905/3539] Completed LITM in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:04.674170] [INFO ] [sig       ] [1906/3539] Forecasting LIVN...
[2025-12-30T20:26:04.674202] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-30T20:26:04.674234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-30T20:26:04.685685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-30T20:26:04.685992] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-30T20:26:04.686775] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-30T20:26:04.686828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:04.686860] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:04.686886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:04.686942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:04.743209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:04.743850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:04.743929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:04.743961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:04.866612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:04.866766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:04.866807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:04.866838] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:04.870208] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-30T20:26:04.870472] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-30T20:26:04.870609] [INFO ] [sig       ] LIVN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:05.016600] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LIVN.txt
[2025-12-30T20:26:05.016759] [INFO ] [sig       ] [1906/3539] Completed LIVN in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:05.016800] [INFO ] [sig       ] [1907/3539] Forecasting LKFN...
[2025-12-30T20:26:05.016832] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-30T20:26:05.016865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-30T20:26:05.028521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-30T20:26:05.028918] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-30T20:26:05.029734] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-30T20:26:05.029788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:05.029861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:05.029890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:05.029949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:05.091295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:05.092330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:05.092428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:05.092463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:05.214137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:05.214293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:05.214350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:05.214382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:05.217812] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-30T20:26:05.218093] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-30T20:26:05.218221] [INFO ] [sig       ] LKFN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:05.360301] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LKFN.txt
[2025-12-30T20:26:05.360453] [INFO ] [sig       ] [1907/3539] Completed LKFN in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:05.360494] [INFO ] [sig       ] [1908/3539] Forecasting LKQ...
[2025-12-30T20:26:05.360525] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-30T20:26:05.360557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-30T20:26:05.373977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-30T20:26:05.374361] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-30T20:26:05.375211] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-30T20:26:05.375266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:05.375298] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:05.375326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:05.375386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:05.433312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:05.434232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:05.434319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:05.434358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:05.556636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:05.556794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:05.556834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:05.556863] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:05.560297] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-30T20:26:05.560639] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-30T20:26:05.560770] [INFO ] [sig       ] LKQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:05.705880] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LKQ.txt
[2025-12-30T20:26:05.706043] [INFO ] [sig       ] [1908/3539] Completed LKQ in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:05.706083] [INFO ] [sig       ] [1909/3539] Forecasting LLY...
[2025-12-30T20:26:05.706112] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-30T20:26:05.706142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-30T20:26:05.717707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-30T20:26:05.717991] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-30T20:26:05.718994] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-30T20:26:05.719242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:05.719273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:05.719300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:05.719356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:05.776069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:05.776769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:05.776859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:05.776892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:05.896251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:05.896397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:05.896437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:05.896465] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:05.899832] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-30T20:26:05.900103] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-30T20:26:05.900223] [INFO ] [sig       ] LLY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:06.042591] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LLY.txt
[2025-12-30T20:26:06.042758] [INFO ] [sig       ] [1909/3539] Completed LLY in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:06.042804] [INFO ] [sig       ] [1910/3539] Forecasting LMB...
[2025-12-30T20:26:06.042836] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-30T20:26:06.042868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-30T20:26:06.053701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-30T20:26:06.054020] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-30T20:26:06.054804] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-30T20:26:06.054856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:06.054887] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:06.054914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:06.054970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:06.113362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:06.114147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:06.114235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:06.114269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:06.238835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:06.238991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:06.239034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:06.239097] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:06.242600] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-30T20:26:06.242896] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-30T20:26:06.243025] [INFO ] [sig       ] LMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:06.382180] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LMB.txt
[2025-12-30T20:26:06.382341] [INFO ] [sig       ] [1910/3539] Completed LMB in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:06.382385] [INFO ] [sig       ] [1911/3539] Forecasting LMBS...
[2025-12-30T20:26:06.382418] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-30T20:26:06.382455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-30T20:26:06.395023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-30T20:26:06.395430] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-30T20:26:06.396310] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-30T20:26:06.396366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:06.396414] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:06.396443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:06.396506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:06.454503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:06.455375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:06.455461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:06.455494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:06.579223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:06.579370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:06.579412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:06.579442] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:06.582900] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-12-30T20:26:06.583177] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-30T20:26:06.583304] [INFO ] [sig       ] LMBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:06.725507] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LMBS.txt
[2025-12-30T20:26:06.725680] [INFO ] [sig       ] [1911/3539] Completed LMBS in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:06.725721] [INFO ] [sig       ] [1912/3539] Forecasting LMND...
[2025-12-30T20:26:06.725752] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-30T20:26:06.725783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-30T20:26:06.737126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-30T20:26:06.737441] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-30T20:26:06.738265] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-30T20:26:06.738319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:06.738351] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:06.738378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:06.738438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:06.795293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:06.796057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:06.796138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:06.796170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:06.915864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:06.916020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:06.916249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:06.916279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:06.919696] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-30T20:26:06.919969] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-30T20:26:06.920099] [INFO ] [sig       ] LMND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:07.060210] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LMND.txt
[2025-12-30T20:26:07.060348] [INFO ] [sig       ] [1912/3539] Completed LMND in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:07.060387] [INFO ] [sig       ] [1913/3539] Forecasting LNC...
[2025-12-30T20:26:07.060416] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-30T20:26:07.060447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-30T20:26:07.074678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-30T20:26:07.075025] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-30T20:26:07.075817] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-30T20:26:07.075869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:07.075899] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:07.075925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:07.075981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:07.137358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:07.138183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:07.138294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:07.138330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:07.265276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:07.265427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:07.265469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:07.265500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:07.268987] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-30T20:26:07.269255] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-30T20:26:07.269396] [INFO ] [sig       ] LNC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:07.408160] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LNC.txt
[2025-12-30T20:26:07.408294] [INFO ] [sig       ] [1913/3539] Completed LNC in 0.3s | 2.89 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-30T20:26:07.408333] [INFO ] [sig       ] [1914/3539] Forecasting LND...
[2025-12-30T20:26:07.408362] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-30T20:26:07.408392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-30T20:26:07.419216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-30T20:26:07.419506] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-30T20:26:07.420310] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-30T20:26:07.420363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:07.420396] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:07.420424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:07.420482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:07.482261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:07.483345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:07.483431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:07.483464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:07.594560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:07.594725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:07.594765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:07.594793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:07.598362] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=49.65%)
[2025-12-30T20:26:07.598649] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-30T20:26:07.598796] [INFO ] [sig       ] LND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:07.743907] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LND.txt
[2025-12-30T20:26:07.744061] [INFO ] [sig       ] [1914/3539] Completed LND in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:07.744101] [INFO ] [sig       ] [1915/3539] Forecasting LNG...
[2025-12-30T20:26:07.744136] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-30T20:26:07.744168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-30T20:26:07.755282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-30T20:26:07.755612] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-30T20:26:07.756389] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-30T20:26:07.756442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:07.756474] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:07.756500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:07.756559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:07.817875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:07.818706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:07.818813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:07.818846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:07.939100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:07.939249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:07.939289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:07.939317] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:07.942659] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-30T20:26:07.942927] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-30T20:26:07.943047] [INFO ] [sig       ] LNG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:08.083140] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LNG.txt
[2025-12-30T20:26:08.083278] [INFO ] [sig       ] [1915/3539] Completed LNG in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:08.083318] [INFO ] [sig       ] [1916/3539] Forecasting LNKB...
[2025-12-30T20:26:08.083346] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-30T20:26:08.083376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-30T20:26:08.094392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-30T20:26:08.094705] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-30T20:26:08.095485] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-30T20:26:08.095538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:08.095569] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:08.095628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:08.095688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:08.152226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:08.152999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:08.153081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:08.153113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:08.270983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:08.271328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:08.271367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:08.271395] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:08.274899] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-30T20:26:08.275171] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-30T20:26:08.275294] [INFO ] [sig       ] LNKB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:08.415989] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LNKB.txt
[2025-12-30T20:26:08.416115] [INFO ] [sig       ] [1916/3539] Completed LNKB in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:08.416154] [INFO ] [sig       ] [1917/3539] Forecasting LNN...
[2025-12-30T20:26:08.416183] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-30T20:26:08.416214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-30T20:26:08.427744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-30T20:26:08.428052] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-30T20:26:08.428860] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-30T20:26:08.428911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:08.428942] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:08.428968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:08.429025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:08.485530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:08.486240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:08.486352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:08.486385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:08.607741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:08.607899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:08.607940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:08.607970] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:08.611491] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-30T20:26:08.611819] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-30T20:26:08.611950] [INFO ] [sig       ] LNN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:08.753312] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LNN.txt
[2025-12-30T20:26:08.753452] [INFO ] [sig       ] [1917/3539] Completed LNN in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:08.753491] [INFO ] [sig       ] [1918/3539] Forecasting LNTH...
[2025-12-30T20:26:08.753521] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-30T20:26:08.753551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-30T20:26:08.764923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-30T20:26:08.765287] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-30T20:26:08.766109] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-30T20:26:08.766165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:08.766197] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:08.766225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:08.766284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:08.823829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:08.824612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:08.824696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:08.824729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:08.948801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:08.948946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:08.948988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:08.949031] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:08.952459] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2025-12-30T20:26:08.952777] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-30T20:26:08.952912] [INFO ] [sig       ] LNTH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:09.097808] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LNTH.txt
[2025-12-30T20:26:09.097951] [INFO ] [sig       ] [1918/3539] Completed LNTH in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:09.097990] [INFO ] [sig       ] [1919/3539] Forecasting LNZA...
[2025-12-30T20:26:09.098019] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-30T20:26:09.098049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-30T20:26:09.110048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-30T20:26:09.110616] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-30T20:26:09.111650] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-30T20:26:09.111705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:09.111737] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:09.111765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:09.111823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:09.170032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:09.170944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:09.171034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:09.171068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:09.285812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:09.285971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:09.286014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:09.286044] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:09.289550] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-30T20:26:09.289885] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-30T20:26:09.290057] [INFO ] [sig       ] LNZA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:09.438128] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LNZA.txt
[2025-12-30T20:26:09.438274] [INFO ] [sig       ] [1919/3539] Completed LNZA in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-30T20:26:09.438315] [INFO ] [sig       ] [1920/3539] Forecasting LOAN...
[2025-12-30T20:26:09.438346] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-30T20:26:09.438378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-30T20:26:09.451103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-30T20:26:09.451468] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-30T20:26:09.452388] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-30T20:26:09.452454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:09.452503] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:09.452541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:09.452628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:09.515724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:09.516487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:09.516591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:09.516644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:09.631970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:09.632138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:09.632188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:09.632223] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:09.635739] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-30T20:26:09.636019] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-30T20:26:09.636144] [INFO ] [sig       ] LOAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:09.787610] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LOAN.txt
[2025-12-30T20:26:09.787777] [INFO ] [sig       ] [1920/3539] Completed LOAN in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:09.787819] [INFO ] [sig       ] [1921/3539] Forecasting LOB...
[2025-12-30T20:26:09.787849] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-30T20:26:09.787882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-30T20:26:09.798851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-30T20:26:09.799160] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-30T20:26:09.799949] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-30T20:26:09.800013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:09.800051] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:09.800083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:09.800153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:09.858534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:09.859263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:09.859346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:09.859378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:09.981749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:09.981906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:09.981950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:09.981979] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:09.985433] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-30T20:26:09.985778] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-30T20:26:09.985915] [INFO ] [sig       ] LOB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:10.125074] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LOB.txt
[2025-12-30T20:26:10.125214] [INFO ] [sig       ] [1921/3539] Completed LOB in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:10.125252] [INFO ] [sig       ] [1922/3539] Forecasting LOCO...
[2025-12-30T20:26:10.125280] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-30T20:26:10.125312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-30T20:26:10.137194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-30T20:26:10.137495] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-30T20:26:10.138286] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-30T20:26:10.138338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:10.138368] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:10.138407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:10.138465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:10.194132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:10.194808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:10.194887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:10.194918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:10.312583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:10.312738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:10.312780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:10.312807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:10.316098] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-30T20:26:10.316365] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-30T20:26:10.316482] [INFO ] [sig       ] LOCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:10.455718] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LOCO.txt
[2025-12-30T20:26:10.455843] [INFO ] [sig       ] [1922/3539] Completed LOCO in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:10.455881] [INFO ] [sig       ] [1923/3539] Forecasting LOGI...
[2025-12-30T20:26:10.455911] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-30T20:26:10.455941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-30T20:26:10.467263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-30T20:26:10.467588] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-30T20:26:10.468356] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-30T20:26:10.468406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:10.468437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:10.468462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:10.468517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:10.524334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:10.524984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:10.525064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:10.525096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:10.645351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:10.645504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:10.645544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:10.645591] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:10.648887] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2025-12-30T20:26:10.649156] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-30T20:26:10.649277] [INFO ] [sig       ] LOGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:10.789687] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LOGI.txt
[2025-12-30T20:26:10.789818] [INFO ] [sig       ] [1923/3539] Completed LOGI in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:10.789855] [INFO ] [sig       ] [1924/3539] Forecasting LOMA...
[2025-12-30T20:26:10.789886] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-30T20:26:10.789915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-30T20:26:10.801219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-30T20:26:10.801501] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-30T20:26:10.802300] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-30T20:26:10.802352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:10.802410] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:10.802438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:10.802495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:10.858354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:10.859077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:10.859160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:10.859193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:10.980352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:10.980521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:10.980562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:10.980608] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:10.983987] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-30T20:26:10.984257] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-30T20:26:10.984397] [INFO ] [sig       ] LOMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:11.122469] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LOMA.txt
[2025-12-30T20:26:11.122624] [INFO ] [sig       ] [1924/3539] Completed LOMA in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:11.122667] [INFO ] [sig       ] [1925/3539] Forecasting LOPE...
[2025-12-30T20:26:11.122697] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-30T20:26:11.122727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-30T20:26:11.134264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-30T20:26:11.134609] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-30T20:26:11.135356] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-30T20:26:11.135407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:11.135437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:11.135464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:11.135520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:11.191163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:11.191849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:11.191950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:11.191982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:11.309746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:11.309915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:11.309974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:11.310012] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:11.314215] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-30T20:26:11.314500] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-30T20:26:11.314648] [INFO ] [sig       ] LOPE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:11.461950] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LOPE.txt
[2025-12-30T20:26:11.462109] [INFO ] [sig       ] [1925/3539] Completed LOPE in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:11.462150] [INFO ] [sig       ] [1926/3539] Forecasting LOVE...
[2025-12-30T20:26:11.462179] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-30T20:26:11.462217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-30T20:26:11.474489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-30T20:26:11.474846] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-30T20:26:11.475651] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-30T20:26:11.475716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:11.475763] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:11.475794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:11.475853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:11.535300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:11.536130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:11.536242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:11.536294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:11.670738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:11.670939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:11.670995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:11.671025] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:11.675275] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-12-30T20:26:11.675622] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-30T20:26:11.675785] [INFO ] [sig       ] LOVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:11.826655] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LOVE.txt
[2025-12-30T20:26:11.826807] [INFO ] [sig       ] [1926/3539] Completed LOVE in 0.4s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:11.826849] [INFO ] [sig       ] [1927/3539] Forecasting LPCN...
[2025-12-30T20:26:11.826879] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-30T20:26:11.826912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-30T20:26:11.838664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-30T20:26:11.839032] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-30T20:26:11.839885] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-30T20:26:11.839940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:11.839972] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:11.840000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:11.840059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:11.901265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:11.902125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:11.902218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:11.902254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:12.015472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:12.015705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:12.015757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:12.015819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:12.019469] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-30T20:26:12.019767] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-30T20:26:12.019894] [INFO ] [sig       ] LPCN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:12.166872] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LPCN.txt
[2025-12-30T20:26:12.167025] [INFO ] [sig       ] [1927/3539] Completed LPCN in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:12.167076] [INFO ] [sig       ] [1928/3539] Forecasting LPG...
[2025-12-30T20:26:12.167121] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-30T20:26:12.167168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-30T20:26:12.178706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-30T20:26:12.179084] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-30T20:26:12.179905] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-30T20:26:12.179958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:12.179990] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:12.180016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:12.180075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:12.242609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:12.243439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:12.243545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:12.243597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:12.370546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:12.370728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:12.370790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:12.370837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:12.374443] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-30T20:26:12.374840] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-30T20:26:12.374969] [INFO ] [sig       ] LPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:12.520461] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LPG.txt
[2025-12-30T20:26:12.520627] [INFO ] [sig       ] [1928/3539] Completed LPG in 0.4s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:12.520672] [INFO ] [sig       ] [1929/3539] Forecasting LPL...
[2025-12-30T20:26:12.520701] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-30T20:26:12.520731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-30T20:26:12.533022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-30T20:26:12.533405] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-30T20:26:12.534260] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-30T20:26:12.534313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:12.534344] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:12.534369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:12.534426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:12.596275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:12.597270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:12.597367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:12.597399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:12.719750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:12.719915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:12.719958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:12.719986] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:12.723508] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-30T20:26:12.723872] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-30T20:26:12.724052] [INFO ] [sig       ] LPL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:12.873095] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LPL.txt
[2025-12-30T20:26:12.873251] [INFO ] [sig       ] [1929/3539] Completed LPL in 0.4s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:12.873290] [INFO ] [sig       ] [1930/3539] Forecasting LPLA...
[2025-12-30T20:26:12.873321] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-30T20:26:12.873353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-30T20:26:12.885525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-30T20:26:12.885933] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-30T20:26:12.886842] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-30T20:26:12.886896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:12.886927] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:12.886954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:12.887011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:12.947753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:12.948745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:12.948836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:12.948868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:13.070041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:13.070202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:13.070242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:13.070270] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:13.073717] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=59.16%)
[2025-12-30T20:26:13.073989] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-30T20:26:13.074114] [INFO ] [sig       ] LPLA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:13.212694] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LPLA.txt
[2025-12-30T20:26:13.212826] [INFO ] [sig       ] [1930/3539] Completed LPLA in 0.3s | 2.89 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-30T20:26:13.212864] [INFO ] [sig       ] [1931/3539] Forecasting LPRO...
[2025-12-30T20:26:13.212893] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-30T20:26:13.212922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-30T20:26:13.224201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-30T20:26:13.224495] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-30T20:26:13.225261] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-30T20:26:13.225312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:13.225343] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:13.225369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:13.225426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:13.281558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:13.282268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:13.282349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:13.282380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:13.400389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:13.400550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:13.400607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:13.400637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:13.403955] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-30T20:26:13.404234] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-30T20:26:13.404361] [INFO ] [sig       ] LPRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:13.545981] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LPRO.txt
[2025-12-30T20:26:13.546138] [INFO ] [sig       ] [1931/3539] Completed LPRO in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:13.546177] [INFO ] [sig       ] [1932/3539] Forecasting LPSN...
[2025-12-30T20:26:13.546208] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-30T20:26:13.546239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-30T20:26:13.557809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-30T20:26:13.558112] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-30T20:26:13.558901] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-30T20:26:13.558953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:13.558984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:13.559011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:13.559068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:13.615752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:13.616478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:13.616561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:13.616612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:13.736901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:13.737083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:13.737124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:13.737164] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:13.740616] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-30T20:26:13.740883] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-30T20:26:13.741005] [INFO ] [sig       ] LPSN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:13.881150] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LPSN.txt
[2025-12-30T20:26:13.881272] [INFO ] [sig       ] [1932/3539] Completed LPSN in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:13.881310] [INFO ] [sig       ] [1933/3539] Forecasting LPTH...
[2025-12-30T20:26:13.881339] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-30T20:26:13.881369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-30T20:26:13.893498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-30T20:26:13.893888] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-30T20:26:13.894743] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-30T20:26:13.894797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:13.894829] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:13.894856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:13.894927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:13.953380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:13.954358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:13.954459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:13.954492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:14.072805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:14.072971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:14.073012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:14.073040] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:14.076478] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=67.65%)
[2025-12-30T20:26:14.076774] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-30T20:26:14.076898] [INFO ] [sig       ] LPTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:14.218288] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LPTH.txt
[2025-12-30T20:26:14.218466] [INFO ] [sig       ] [1933/3539] Completed LPTH in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:14.218505] [INFO ] [sig       ] [1934/3539] Forecasting LPX...
[2025-12-30T20:26:14.218536] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-30T20:26:14.218567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-30T20:26:14.230228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-30T20:26:14.230731] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-30T20:26:14.231723] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-30T20:26:14.231775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:14.231806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:14.231833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:14.231890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:14.288847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:14.289809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:14.289949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:14.289981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:14.409565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:14.409733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:14.409774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:14.409802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:14.413131] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-30T20:26:14.413397] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-30T20:26:14.413519] [INFO ] [sig       ] LPX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:14.555837] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LPX.txt
[2025-12-30T20:26:14.555954] [INFO ] [sig       ] [1934/3539] Completed LPX in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:14.555993] [INFO ] [sig       ] [1935/3539] Forecasting LQDA...
[2025-12-30T20:26:14.556022] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-30T20:26:14.556062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-30T20:26:14.567851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-30T20:26:14.568165] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-30T20:26:14.568990] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-30T20:26:14.569054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:14.569086] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:14.569112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:14.569169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:14.625940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:14.626537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:14.626631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:14.626664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:14.752679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:14.752843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:14.752896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:14.752934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:14.757342] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2025-12-30T20:26:14.757702] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-30T20:26:14.757857] [INFO ] [sig       ] LQDA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:14.908554] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LQDA.txt
[2025-12-30T20:26:14.908701] [INFO ] [sig       ] [1935/3539] Completed LQDA in 0.4s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:14.908754] [INFO ] [sig       ] [1936/3539] Forecasting LRCX...
[2025-12-30T20:26:14.908784] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-30T20:26:14.908814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-30T20:26:14.920070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-30T20:26:14.920348] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-30T20:26:14.921125] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-30T20:26:14.921178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:14.921209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:14.921235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:14.921292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:14.977356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:14.978079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:14.978166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:14.978203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:15.100825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:15.100988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:15.101029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:15.101058] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:15.104406] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-12-30T20:26:15.104735] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-30T20:26:15.104874] [INFO ] [sig       ] LRCX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:15.247145] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LRCX.txt
[2025-12-30T20:26:15.247351] [INFO ] [sig       ] [1936/3539] Completed LRCX in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:15.247419] [INFO ] [sig       ] [1937/3539] Forecasting LRGE...
[2025-12-30T20:26:15.247460] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-30T20:26:15.247504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-30T20:26:15.259813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-30T20:26:15.260180] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-30T20:26:15.260973] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-30T20:26:15.261025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:15.261056] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:15.261082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:15.261138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:15.319323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:15.320206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:15.320292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:15.320324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:15.436759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:15.436924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:15.436966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:15.436997] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:15.440495] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-30T20:26:15.440816] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-30T20:26:15.440948] [INFO ] [sig       ] LRGE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:15.586771] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LRGE.txt
[2025-12-30T20:26:15.586986] [INFO ] [sig       ] [1937/3539] Completed LRGE in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-30T20:26:15.587030] [INFO ] [sig       ] [1938/3539] Forecasting LSCC...
[2025-12-30T20:26:15.587060] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-30T20:26:15.587090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-30T20:26:15.599717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-30T20:26:15.600148] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-30T20:26:15.601031] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-30T20:26:15.601091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:15.601124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:15.601149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:15.601208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:15.665122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:15.666352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:15.666488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:15.666545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:15.797101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:15.797271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:15.797313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:15.797342] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:15.801507] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-30T20:26:15.801937] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-30T20:26:15.802115] [INFO ] [sig       ] LSCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:15.972855] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LSCC.txt
[2025-12-30T20:26:15.973061] [INFO ] [sig       ] [1938/3539] Completed LSCC in 0.4s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:15.973119] [INFO ] [sig       ] [1939/3539] Forecasting LSPD...
[2025-12-30T20:26:15.973161] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-30T20:26:15.973200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-30T20:26:15.987150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-30T20:26:15.987616] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-30T20:26:15.988605] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-30T20:26:15.988674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:15.988738] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:15.988776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:15.988852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:16.078932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:16.080179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:16.080304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:16.080360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:16.244102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:16.244300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:16.244368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:16.244420] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:16.249883] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-30T20:26:16.250408] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-30T20:26:16.250644] [INFO ] [sig       ] LSPD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:16.423101] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LSPD.txt
[2025-12-30T20:26:16.423269] [INFO ] [sig       ] [1939/3539] Completed LSPD in 0.5s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:16.423333] [INFO ] [sig       ] [1940/3539] Forecasting LTC...
[2025-12-30T20:26:16.423364] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-30T20:26:16.423396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-30T20:26:16.439483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-30T20:26:16.440002] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-30T20:26:16.441162] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-30T20:26:16.441232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:16.441286] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:16.441335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:16.441427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:16.521080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:16.522237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:16.522355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:16.522401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:16.644855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:16.645022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:16.645064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:16.645095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:16.649049] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-30T20:26:16.649514] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-30T20:26:16.649727] [INFO ] [sig       ] LTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:16.796093] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LTC.txt
[2025-12-30T20:26:16.796271] [INFO ] [sig       ] [1940/3539] Completed LTC in 0.4s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:16.796313] [INFO ] [sig       ] [1941/3539] Forecasting LTH...
[2025-12-30T20:26:16.796343] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-30T20:26:16.796374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-30T20:26:16.808786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-30T20:26:16.809262] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-30T20:26:16.810843] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-30T20:26:16.810916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:16.810998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:16.811045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:16.811134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:16.870635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:16.871498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:16.871603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:16.871640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:16.989992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:16.990146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:16.990188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:16.990218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:16.993917] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-30T20:26:16.994195] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-30T20:26:16.994317] [INFO ] [sig       ] LTH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:17.137865] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LTH.txt
[2025-12-30T20:26:17.138002] [INFO ] [sig       ] [1941/3539] Completed LTH in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:17.138043] [INFO ] [sig       ] [1942/3539] Forecasting LTRN...
[2025-12-30T20:26:17.138072] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-30T20:26:17.138107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-30T20:26:17.149637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-30T20:26:17.149923] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-30T20:26:17.150696] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-30T20:26:17.150748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:17.150779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:17.150806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:17.150863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:17.209452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:17.210105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:17.210188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:17.210220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:17.326632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:17.326787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:17.326845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:17.326882] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:17.330205] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-30T20:26:17.330472] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-30T20:26:17.330609] [INFO ] [sig       ] LTRN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:17.470843] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LTRN.txt
[2025-12-30T20:26:17.470975] [INFO ] [sig       ] [1942/3539] Completed LTRN in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:17.471015] [INFO ] [sig       ] [1943/3539] Forecasting LTRX...
[2025-12-30T20:26:17.471044] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-30T20:26:17.471074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-30T20:26:17.482272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-30T20:26:17.482604] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-30T20:26:17.483351] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-30T20:26:17.483403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:17.483435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:17.483462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:17.483519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:17.541313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:17.542044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:17.542131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:17.542172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:17.664452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:17.664623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:17.664665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:17.664693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:17.668025] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-12-30T20:26:17.668299] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-30T20:26:17.668425] [INFO ] [sig       ] LTRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:17.815285] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LTRX.txt
[2025-12-30T20:26:17.815428] [INFO ] [sig       ] [1943/3539] Completed LTRX in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:17.815470] [INFO ] [sig       ] [1944/3539] Forecasting LUCD...
[2025-12-30T20:26:17.815500] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-30T20:26:17.815532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-30T20:26:17.829248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-30T20:26:17.829710] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-30T20:26:17.830535] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-30T20:26:17.830623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:17.830672] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:17.830716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:17.830809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:17.888622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:17.889377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:17.889461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:17.889494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:18.008161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:18.008311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:18.008352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:18.008414] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:18.011828] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-30T20:26:18.012102] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-30T20:26:18.012227] [INFO ] [sig       ] LUCD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:18.153043] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LUCD.txt
[2025-12-30T20:26:18.153175] [INFO ] [sig       ] [1944/3539] Completed LUCD in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:18.153215] [INFO ] [sig       ] [1945/3539] Forecasting LUCY...
[2025-12-30T20:26:18.153243] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-30T20:26:18.153274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-30T20:26:18.164844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-30T20:26:18.165118] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-30T20:26:18.165890] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-30T20:26:18.165942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:18.165974] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:18.166001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:18.166058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:18.222614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:18.223203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:18.223281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:18.223312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:18.340096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:18.340227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:18.340266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:18.340295] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:18.343538] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-30T20:26:18.343829] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-30T20:26:18.343949] [INFO ] [sig       ] LUCY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:18.483446] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LUCY.txt
[2025-12-30T20:26:18.483558] [INFO ] [sig       ] [1945/3539] Completed LUCY in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:18.483614] [INFO ] [sig       ] [1946/3539] Forecasting LUMN...
[2025-12-30T20:26:18.483644] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-30T20:26:18.483674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-30T20:26:18.495029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-30T20:26:18.495289] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-30T20:26:18.496059] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-30T20:26:18.496110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:18.496151] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:18.496178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:18.496236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:18.552724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:18.553330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:18.553409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:18.553440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:18.675289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:18.675442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:18.675484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:18.675514] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:18.678893] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-30T20:26:18.679185] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-30T20:26:18.679335] [INFO ] [sig       ] LUMN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:18.820779] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LUMN.txt
[2025-12-30T20:26:18.820931] [INFO ] [sig       ] [1946/3539] Completed LUMN in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:18.820971] [INFO ] [sig       ] [1947/3539] Forecasting LUNG...
[2025-12-30T20:26:18.821001] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-30T20:26:18.821034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-30T20:26:18.832225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-30T20:26:18.832567] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-30T20:26:18.833390] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-30T20:26:18.833448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:18.833489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:18.833518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:18.833607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:18.892932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:18.893782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:18.893868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:18.893901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:19.017655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:19.017811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:19.017857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:19.017886] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:19.021257] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-30T20:26:19.021521] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-30T20:26:19.021673] [INFO ] [sig       ] LUNG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:19.168447] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LUNG.txt
[2025-12-30T20:26:19.168611] [INFO ] [sig       ] [1947/3539] Completed LUNG in 0.3s | 2.89 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-30T20:26:19.168661] [INFO ] [sig       ] [1948/3539] Forecasting LVHD...
[2025-12-30T20:26:19.168691] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-30T20:26:19.168740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-30T20:26:19.180126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-30T20:26:19.180416] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-30T20:26:19.181242] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-30T20:26:19.181297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:19.181329] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:19.181357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:19.181415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:19.240370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:19.241096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:19.241188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:19.241229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:19.359719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:19.359855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:19.359895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:19.359924] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:19.363325] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-30T20:26:19.363635] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-30T20:26:19.363770] [INFO ] [sig       ] LVHD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:19.504517] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LVHD.txt
[2025-12-30T20:26:19.504693] [INFO ] [sig       ] [1948/3539] Completed LVHD in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:19.504737] [INFO ] [sig       ] [1949/3539] Forecasting LVO...
[2025-12-30T20:26:19.504768] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-30T20:26:19.504799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-30T20:26:19.516257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-30T20:26:19.516565] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-30T20:26:19.517354] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-30T20:26:19.517407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:19.517439] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:19.517466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:19.517525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:19.576726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:19.577516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:19.577619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:19.577655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:19.699393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:19.699550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:19.699610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:19.699642] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:19.703058] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-30T20:26:19.703338] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-30T20:26:19.703465] [INFO ] [sig       ] LVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:19.845454] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LVO.txt
[2025-12-30T20:26:19.845626] [INFO ] [sig       ] [1949/3539] Completed LVO in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:19.845677] [INFO ] [sig       ] [1950/3539] Forecasting LVS...
[2025-12-30T20:26:19.845707] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-30T20:26:19.845738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-30T20:26:19.856997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-30T20:26:19.857292] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-30T20:26:19.858062] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-30T20:26:19.858113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:19.858144] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:19.858171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:19.858233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:19.915627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:19.916419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:19.916503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:19.916536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:20.043528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:20.043705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:20.043753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:20.043791] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:20.047342] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-30T20:26:20.047711] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-30T20:26:20.047849] [INFO ] [sig       ] LVS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:20.199884] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LVS.txt
[2025-12-30T20:26:20.200053] [INFO ] [sig       ] [1950/3539] Completed LVS in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:20.200095] [INFO ] [sig       ] [1951/3539] Forecasting LWAY...
[2025-12-30T20:26:20.200124] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-30T20:26:20.200155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-30T20:26:20.211984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-30T20:26:20.212358] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-30T20:26:20.213173] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-30T20:26:20.213228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:20.213271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:20.213299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:20.213358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:20.272770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:20.273642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:20.273767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:20.273802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:20.397623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:20.397776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:20.397819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:20.397849] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:20.401332] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-12-30T20:26:20.401627] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-30T20:26:20.401770] [INFO ] [sig       ] LWAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:20.543836] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LWAY.txt
[2025-12-30T20:26:20.543963] [INFO ] [sig       ] [1951/3539] Completed LWAY in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:20.544005] [INFO ] [sig       ] [1952/3539] Forecasting LWLG...
[2025-12-30T20:26:20.544034] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-30T20:26:20.544066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-30T20:26:20.554882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-30T20:26:20.555147] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-30T20:26:20.555934] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-30T20:26:20.555986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:20.556017] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:20.556045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:20.556104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:20.614768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:20.615444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:20.615526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:20.615559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:20.744778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:20.744955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:20.745009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:20.745045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:20.749440] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-30T20:26:20.749963] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-30T20:26:20.750096] [INFO ] [sig       ] LWLG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:20.896800] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LWLG.txt
[2025-12-30T20:26:20.896970] [INFO ] [sig       ] [1952/3539] Completed LWLG in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:20.897015] [INFO ] [sig       ] [1953/3539] Forecasting LX...
[2025-12-30T20:26:20.897046] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-30T20:26:20.897078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-30T20:26:20.909437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-30T20:26:20.909829] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-30T20:26:20.910707] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-30T20:26:20.910763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:20.910796] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:20.910825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:20.910884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:20.967962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:20.968674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:20.968789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:20.968823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:21.093250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:21.093412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:21.093454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:21.093501] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:21.097072] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-30T20:26:21.097403] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-30T20:26:21.097539] [INFO ] [sig       ] LX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:21.242468] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LX.txt
[2025-12-30T20:26:21.242651] [INFO ] [sig       ] [1953/3539] Completed LX in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:21.242698] [INFO ] [sig       ] [1954/3539] Forecasting LXEO...
[2025-12-30T20:26:21.242728] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-30T20:26:21.242761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-30T20:26:21.254095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-30T20:26:21.254413] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-30T20:26:21.255229] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-30T20:26:21.255282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:21.255315] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:21.255343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:21.255405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:21.315008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:21.315830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:21.315917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:21.315951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:21.435702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:21.435859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:21.435902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:21.435932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:21.439395] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-30T20:26:21.439712] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-30T20:26:21.439846] [INFO ] [sig       ] LXEO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:21.584223] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LXEO.txt
[2025-12-30T20:26:21.584394] [INFO ] [sig       ] [1954/3539] Completed LXEO in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-30T20:26:21.584439] [INFO ] [sig       ] [1955/3539] Forecasting LXP...
[2025-12-30T20:26:21.584468] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-30T20:26:21.584500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-30T20:26:21.595492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-30T20:26:21.595827] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-30T20:26:21.596636] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-30T20:26:21.596692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:21.596726] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:21.596754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:21.596813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:21.656610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:21.657266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:21.657360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:21.657395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:21.775143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:21.775301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:21.775344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:21.775372] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:21.778844] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-30T20:26:21.779126] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-30T20:26:21.779256] [INFO ] [sig       ] LXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:21.924415] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LXP.txt
[2025-12-30T20:26:21.924561] [INFO ] [sig       ] [1955/3539] Completed LXP in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:21.924622] [INFO ] [sig       ] [1956/3539] Forecasting LYB...
[2025-12-30T20:26:21.924654] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-30T20:26:21.924687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-30T20:26:21.935546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-30T20:26:21.935856] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-30T20:26:21.936662] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-30T20:26:21.936717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:21.936750] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:21.936778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:21.936836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:21.995877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:21.996676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:21.996765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:21.996799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:22.112779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:22.112929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:22.112970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:22.112998] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:22.116726] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-30T20:26:22.117012] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-30T20:26:22.117136] [INFO ] [sig       ] LYB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:22.258343] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LYB.txt
[2025-12-30T20:26:22.258467] [INFO ] [sig       ] [1956/3539] Completed LYB in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:22.258506] [INFO ] [sig       ] [1957/3539] Forecasting LYEL...
[2025-12-30T20:26:22.258535] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-30T20:26:22.258565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-30T20:26:22.270057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-30T20:26:22.270368] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-30T20:26:22.271162] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-30T20:26:22.271216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:22.271250] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:22.271288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:22.271348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:22.332076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:22.332776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:22.332865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:22.332903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:22.461806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:22.461955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:22.461996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:22.462027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:22.465464] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-12-30T20:26:22.465765] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-30T20:26:22.465889] [INFO ] [sig       ] LYEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:22.612367] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LYEL.txt
[2025-12-30T20:26:22.612523] [INFO ] [sig       ] [1957/3539] Completed LYEL in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:22.612566] [INFO ] [sig       ] [1958/3539] Forecasting LYG...
[2025-12-30T20:26:22.612613] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-30T20:26:22.612645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-30T20:26:22.623728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-30T20:26:22.624012] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-30T20:26:22.624863] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-30T20:26:22.624917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:22.624973] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:22.625003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:22.625062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:22.683617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:22.684273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:22.684353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:22.684386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:22.813973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:22.814128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:22.814171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:22.814201] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:22.817645] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-30T20:26:22.817919] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-30T20:26:22.818042] [INFO ] [sig       ] LYG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:22.963938] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LYG.txt
[2025-12-30T20:26:22.964097] [INFO ] [sig       ] [1958/3539] Completed LYG in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:22.964139] [INFO ] [sig       ] [1959/3539] Forecasting LYRA...
[2025-12-30T20:26:22.964169] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-30T20:26:22.964199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-30T20:26:22.975980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-30T20:26:22.976343] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-30T20:26:22.977157] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-30T20:26:22.977211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:22.977243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:22.977270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:22.977329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:23.037626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:23.038489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:23.038594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:23.038631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:23.157817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:23.157974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:23.158014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:23.158042] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:23.161474] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-30T20:26:23.161774] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-30T20:26:23.161902] [INFO ] [sig       ] LYRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:23.305960] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LYRA.txt
[2025-12-30T20:26:23.306134] [INFO ] [sig       ] [1959/3539] Completed LYRA in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:23.306179] [INFO ] [sig       ] [1960/3539] Forecasting LYTS...
[2025-12-30T20:26:23.306209] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-30T20:26:23.306240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-30T20:26:23.317943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-30T20:26:23.318339] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-30T20:26:23.319271] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-30T20:26:23.319330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:23.319362] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:23.319389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:23.319447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:23.377421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:23.378336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:23.378439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:23.378475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:23.498188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:23.498345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:23.498386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:23.498413] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:23.501873] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-30T20:26:23.502152] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-30T20:26:23.502279] [INFO ] [sig       ] LYTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:23.641862] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LYTS.txt
[2025-12-30T20:26:23.642018] [INFO ] [sig       ] [1960/3539] Completed LYTS in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:23.642056] [INFO ] [sig       ] [1961/3539] Forecasting LZ...
[2025-12-30T20:26:23.642086] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-30T20:26:23.642124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-30T20:26:23.653387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-30T20:26:23.653768] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-30T20:26:23.654647] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-30T20:26:23.654702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:23.654734] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:23.654762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:23.654822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:23.713168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:23.714036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:23.714125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:23.714159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:23.837286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:23.837449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:23.837491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:23.837558] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:23.842242] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-30T20:26:23.842539] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-30T20:26:23.842705] [INFO ] [sig       ] LZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:23.985888] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LZ.txt
[2025-12-30T20:26:23.986051] [INFO ] [sig       ] [1961/3539] Completed LZ in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:23.986100] [INFO ] [sig       ] [1962/3539] Forecasting LZB...
[2025-12-30T20:26:23.986131] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-30T20:26:23.986163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-30T20:26:23.997956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-30T20:26:23.998314] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-30T20:26:23.999231] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-30T20:26:23.999285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:23.999316] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:23.999344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:23.999404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:24.058652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:24.059561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:24.059664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:24.059699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:24.186817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:24.186980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:24.187021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:24.187049] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:24.190431] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-12-30T20:26:24.190723] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-30T20:26:24.190850] [INFO ] [sig       ] LZB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:24.332402] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/LZB.txt
[2025-12-30T20:26:24.332604] [INFO ] [sig       ] [1962/3539] Completed LZB in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:24.332646] [INFO ] [sig       ] [1963/3539] Forecasting LZM...
[2025-12-30T20:26:24.332676] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-30T20:26:24.332706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-30T20:26:24.343474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-30T20:26:24.343834] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-30T20:26:24.344605] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-30T20:26:24.344656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:24.344687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:24.344713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:24.344770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:24.401311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:24.402190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:24.402274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:24.402307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:24.520586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:24.520743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:24.520785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:24.520814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:24.524136] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-30T20:26:24.524423] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-30T20:26:24.524550] [INFO ] [sig       ] LZM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:24.667372] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/LZM.txt
[2025-12-30T20:26:24.667536] [INFO ] [sig       ] [1963/3539] Completed LZM in 0.3s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:24.667594] [INFO ] [sig       ] [1964/3539] Forecasting M...
[2025-12-30T20:26:24.667627] [INFO ] [sig       ] Generating forecast for: M
[2025-12-30T20:26:24.667659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-30T20:26:24.679089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-30T20:26:24.679416] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-30T20:26:24.680220] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-30T20:26:24.680272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:24.680306] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:24.680333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:24.680388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:24.736926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:24.737825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:24.737919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:24.737951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:24.863188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:24.863352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:24.863394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:24.863424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:24.866982] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-30T20:26:24.867267] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-30T20:26:24.867393] [INFO ] [sig       ] M: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:25.069800] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/M.txt
[2025-12-30T20:26:25.069983] [INFO ] [sig       ] [1964/3539] Completed M in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:25.070033] [INFO ] [sig       ] [1965/3539] Forecasting MA...
[2025-12-30T20:26:25.070075] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-30T20:26:25.070109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-30T20:26:25.081806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-30T20:26:25.082159] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-30T20:26:25.083004] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-30T20:26:25.083059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:25.083093] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:25.083120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:25.083189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:25.146011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:25.146951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:25.147046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:25.147081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:25.276449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:25.276642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:25.276687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:25.276717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:25.280658] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-30T20:26:25.280991] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-30T20:26:25.281138] [INFO ] [sig       ] MA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:25.427983] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MA.txt
[2025-12-30T20:26:25.428146] [INFO ] [sig       ] [1965/3539] Completed MA in 0.4s | 2.89 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-30T20:26:25.428188] [INFO ] [sig       ] [1966/3539] Forecasting MAA...
[2025-12-30T20:26:25.428220] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-30T20:26:25.428252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-30T20:26:25.440627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-30T20:26:25.441053] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-30T20:26:25.442003] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-30T20:26:25.442063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:25.442099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:25.442131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:25.442204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:25.503335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:25.504325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:25.504413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:25.504447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:25.632931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:25.633111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:25.633155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:25.633185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:25.636600] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-30T20:26:25.636892] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-30T20:26:25.637025] [INFO ] [sig       ] MAA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:25.781165] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAA.txt
[2025-12-30T20:26:25.781338] [INFO ] [sig       ] [1966/3539] Completed MAA in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:25.781383] [INFO ] [sig       ] [1967/3539] Forecasting MAC...
[2025-12-30T20:26:25.781412] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-30T20:26:25.781443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-30T20:26:25.794283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-30T20:26:25.794729] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-30T20:26:25.795707] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-30T20:26:25.795766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:25.795799] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:25.795826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:25.795885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:25.857886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:25.858819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:25.858908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:25.858942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:25.989865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:25.990025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:25.990068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:25.990096] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:25.993769] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-30T20:26:25.994084] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-30T20:26:25.994216] [INFO ] [sig       ] MAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:26.152092] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MAC.txt
[2025-12-30T20:26:26.152279] [INFO ] [sig       ] [1967/3539] Completed MAC in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:26.152323] [INFO ] [sig       ] [1968/3539] Forecasting MAMA...
[2025-12-30T20:26:26.152355] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-30T20:26:26.152396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-30T20:26:26.165662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-30T20:26:26.166096] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-30T20:26:26.166936] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-30T20:26:26.166992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:26.167030] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:26.167060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:26.167125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:26.230726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:26.231699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:26.231790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:26.231853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:26.363390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:26.363590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:26.363636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:26.363666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:26.367205] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-30T20:26:26.367518] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-30T20:26:26.367668] [INFO ] [sig       ] MAMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:26.515603] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAMA.txt
[2025-12-30T20:26:26.515763] [INFO ] [sig       ] [1968/3539] Completed MAMA in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:26.515804] [INFO ] [sig       ] [1969/3539] Forecasting MAN...
[2025-12-30T20:26:26.515836] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-30T20:26:26.515868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-30T20:26:26.529022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-30T20:26:26.529387] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-30T20:26:26.530226] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-30T20:26:26.530281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:26.530315] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:26.530348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:26.530409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:26.590254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:26.591057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:26.591143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:26.591177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:26.713208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:26.713365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:26.713408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:26.713438] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:26.716977] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-12-30T20:26:26.717261] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-30T20:26:26.717389] [INFO ] [sig       ] MAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:26.872440] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAN.txt
[2025-12-30T20:26:26.872630] [INFO ] [sig       ] [1969/3539] Completed MAN in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:26.872682] [INFO ] [sig       ] [1970/3539] Forecasting MANH...
[2025-12-30T20:26:26.872712] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-30T20:26:26.872745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-30T20:26:26.884782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-30T20:26:26.885200] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-30T20:26:26.886222] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-30T20:26:26.886284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:26.886339] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:26.886378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:26.886454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:26.947150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:26.948107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:26.948196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:26.948231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:27.075541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:27.075729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:27.075771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:27.075799] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:27.079238] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-12-30T20:26:27.079510] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-30T20:26:27.079659] [INFO ] [sig       ] MANH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:27.232154] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MANH.txt
[2025-12-30T20:26:27.232291] [INFO ] [sig       ] [1970/3539] Completed MANH in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:27.232330] [INFO ] [sig       ] [1971/3539] Forecasting MARA...
[2025-12-30T20:26:27.232360] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-30T20:26:27.232390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-30T20:26:27.244336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-30T20:26:27.244694] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-30T20:26:27.245466] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-30T20:26:27.245522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:27.245561] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:27.245621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:27.245680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:27.304978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:27.305882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:27.305970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:27.306004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:27.430897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:27.431058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:27.431102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:27.431131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:27.434718] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-30T20:26:27.434997] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-30T20:26:27.435125] [INFO ] [sig       ] MARA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:27.585819] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MARA.txt
[2025-12-30T20:26:27.586004] [INFO ] [sig       ] [1971/3539] Completed MARA in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:27.586047] [INFO ] [sig       ] [1972/3539] Forecasting MAS...
[2025-12-30T20:26:27.586075] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-30T20:26:27.586105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-30T20:26:27.600144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-30T20:26:27.600607] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-30T20:26:27.601703] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-30T20:26:27.601758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:27.601793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:27.601833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:27.601922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:27.661805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:27.662668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:27.662752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:27.662785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:27.784052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:27.784218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:27.784261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:27.784289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:27.787649] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=46.13%)
[2025-12-30T20:26:27.787921] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-30T20:26:27.788046] [INFO ] [sig       ] MAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:27.932129] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MAS.txt
[2025-12-30T20:26:27.932291] [INFO ] [sig       ] [1972/3539] Completed MAS in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-30T20:26:27.932331] [INFO ] [sig       ] [1973/3539] Forecasting MASI...
[2025-12-30T20:26:27.932360] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-30T20:26:27.932393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-30T20:26:27.943548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-30T20:26:27.943905] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-30T20:26:27.944677] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-30T20:26:27.944728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:27.944759] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:27.944785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:27.944842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:28.001054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:28.002015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:28.002112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:28.002144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:28.123326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:28.123496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:28.123552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:28.123604] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:28.127018] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-30T20:26:28.127426] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-30T20:26:28.127601] [INFO ] [sig       ] MASI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:28.292884] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MASI.txt
[2025-12-30T20:26:28.293052] [INFO ] [sig       ] [1973/3539] Completed MASI in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:28.293101] [INFO ] [sig       ] [1974/3539] Forecasting MASS...
[2025-12-30T20:26:28.293135] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-30T20:26:28.293166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-30T20:26:28.304665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-30T20:26:28.305035] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-30T20:26:28.306019] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-30T20:26:28.306083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:28.306124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:28.306161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:28.306238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:28.368087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:28.368979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:28.369066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:28.369099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:28.491091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:28.491276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:28.491334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:28.491364] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:28.494882] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-30T20:26:28.495161] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-30T20:26:28.495287] [INFO ] [sig       ] MASS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:28.637259] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MASS.txt
[2025-12-30T20:26:28.637396] [INFO ] [sig       ] [1974/3539] Completed MASS in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:28.637437] [INFO ] [sig       ] [1975/3539] Forecasting MATX...
[2025-12-30T20:26:28.637466] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-30T20:26:28.637496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-30T20:26:28.648893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-30T20:26:28.649171] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-30T20:26:28.649997] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-30T20:26:28.650048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:28.650104] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:28.650132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:28.650191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:28.707165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:28.707908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:28.707990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:28.708023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:28.824507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:28.824667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:28.824707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:28.824736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:28.828038] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-30T20:26:28.828331] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-30T20:26:28.828471] [INFO ] [sig       ] MATX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:28.973169] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MATX.txt
[2025-12-30T20:26:28.973282] [INFO ] [sig       ] [1975/3539] Completed MATX in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:28.973320] [INFO ] [sig       ] [1976/3539] Forecasting MAX...
[2025-12-30T20:26:28.973350] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-30T20:26:28.973379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-30T20:26:28.985535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-30T20:26:28.985839] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-30T20:26:28.986623] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-30T20:26:28.986675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:28.986707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:28.986733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:28.986791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:29.046301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:29.047057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:29.047141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:29.047176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:29.165052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:29.165207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:29.165252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:29.165282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:29.172253] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-30T20:26:29.172663] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-30T20:26:29.172812] [INFO ] [sig       ] MAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:29.313647] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAX.txt
[2025-12-30T20:26:29.313776] [INFO ] [sig       ] [1976/3539] Completed MAX in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:29.313818] [INFO ] [sig       ] [1977/3539] Forecasting MAXI...
[2025-12-30T20:26:29.313846] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-30T20:26:29.313876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-30T20:26:29.327434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-30T20:26:29.328133] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-30T20:26:29.329107] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-30T20:26:29.329173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:29.329209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:29.329237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:29.329296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:29.390771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:29.391764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:29.391867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:29.391912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:29.519464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:29.519646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:29.519690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:29.519736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:29.523636] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-12-30T20:26:29.523942] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-30T20:26:29.524071] [INFO ] [sig       ] MAXI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:29.675365] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAXI.txt
[2025-12-30T20:26:29.675530] [INFO ] [sig       ] [1977/3539] Completed MAXI in 0.4s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:29.675591] [INFO ] [sig       ] [1978/3539] Forecasting MAXN...
[2025-12-30T20:26:29.675625] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-30T20:26:29.675659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-30T20:26:29.687188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-30T20:26:29.687484] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-30T20:26:29.688289] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-30T20:26:29.688343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:29.688377] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:29.688405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:29.688465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:29.749108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:29.750028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:29.750119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:29.750154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:29.863191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:29.863342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:29.863382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:29.863441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:29.866782] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-30T20:26:29.867096] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-30T20:26:29.867224] [INFO ] [sig       ] MAXN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:30.013893] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MAXN.txt
[2025-12-30T20:26:30.014063] [INFO ] [sig       ] [1978/3539] Completed MAXN in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:30.014105] [INFO ] [sig       ] [1979/3539] Forecasting MBB...
[2025-12-30T20:26:30.014134] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-30T20:26:30.014165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-30T20:26:30.026186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-30T20:26:30.026483] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-30T20:26:30.027244] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-30T20:26:30.027296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:30.027328] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:30.027355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:30.027412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:30.087970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:30.088735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:30.088847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:30.088882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:30.210247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:30.210392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:30.210434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:30.210463] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:30.213786] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-30T20:26:30.214053] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-30T20:26:30.214176] [INFO ] [sig       ] MBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:30.354052] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MBB.txt
[2025-12-30T20:26:30.354191] [INFO ] [sig       ] [1979/3539] Completed MBB in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:30.354231] [INFO ] [sig       ] [1980/3539] Forecasting MBC...
[2025-12-30T20:26:30.354261] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-30T20:26:30.354290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-30T20:26:30.365983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-30T20:26:30.366260] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-30T20:26:30.367029] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-30T20:26:30.367080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:30.367111] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:30.367137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:30.367195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:30.426012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:30.426713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:30.426796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:30.426831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:30.542085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:30.542229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:30.542268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:30.542297] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:30.545550] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-30T20:26:30.545864] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-30T20:26:30.545992] [INFO ] [sig       ] MBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:30.691452] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBC.txt
[2025-12-30T20:26:30.691622] [INFO ] [sig       ] [1980/3539] Completed MBC in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:30.691666] [INFO ] [sig       ] [1981/3539] Forecasting MBCN...
[2025-12-30T20:26:30.691698] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-30T20:26:30.691733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-30T20:26:30.702075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-30T20:26:30.702502] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-30T20:26:30.703305] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-30T20:26:30.703356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:30.703388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:30.703429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:30.703488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:30.761441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:30.762311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:30.762412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:30.762450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:30.857114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:30.857269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:30.857312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:30.857354] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:30.860809] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-30T20:26:30.861080] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-30T20:26:30.861203] [INFO ] [sig       ] MBCN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:31.001626] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBCN.txt
[2025-12-30T20:26:31.001767] [INFO ] [sig       ] [1981/3539] Completed MBCN in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:31.001807] [INFO ] [sig       ] [1982/3539] Forecasting MBI...
[2025-12-30T20:26:31.001837] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-30T20:26:31.001867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-30T20:26:31.013061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-30T20:26:31.013415] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-30T20:26:31.014255] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-30T20:26:31.014310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:31.014343] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:31.014372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:31.014431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:31.074279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:31.075072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:31.075157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:31.075190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:31.194926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:31.195076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:31.195118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:31.195147] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:31.198519] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-30T20:26:31.198836] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-30T20:26:31.198961] [INFO ] [sig       ] MBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:31.341174] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBI.txt
[2025-12-30T20:26:31.341312] [INFO ] [sig       ] [1982/3539] Completed MBI in 0.3s | 2.89 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-30T20:26:31.341352] [INFO ] [sig       ] [1983/3539] Forecasting MBIN...
[2025-12-30T20:26:31.341381] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-30T20:26:31.341410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-30T20:26:31.353098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-30T20:26:31.353398] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-30T20:26:31.354185] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-30T20:26:31.354237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:31.354268] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:31.354294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:31.354350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:31.411642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:31.412330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:31.412417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:31.412453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:31.527761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:31.527918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:31.527960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:31.527989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:31.531290] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-30T20:26:31.531563] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-30T20:26:31.531703] [INFO ] [sig       ] MBIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:31.671534] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MBIN.txt
[2025-12-30T20:26:31.671676] [INFO ] [sig       ] [1983/3539] Completed MBIN in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:31.671716] [INFO ] [sig       ] [1984/3539] Forecasting MBLY...
[2025-12-30T20:26:31.671745] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-30T20:26:31.671775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-30T20:26:31.683514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-30T20:26:31.683856] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-30T20:26:31.684641] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-30T20:26:31.684693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:31.684724] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:31.684749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:31.684810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:31.741615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:31.742310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:31.742392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:31.742424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:31.861945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:31.862097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:31.862138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:31.862165] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:31.865440] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-30T20:26:31.865725] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-30T20:26:31.865848] [INFO ] [sig       ] MBLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:32.007377] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MBLY.txt
[2025-12-30T20:26:32.007531] [INFO ] [sig       ] [1984/3539] Completed MBLY in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:32.007590] [INFO ] [sig       ] [1985/3539] Forecasting MBS...
[2025-12-30T20:26:32.007622] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-30T20:26:32.007659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-30T20:26:32.021291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-30T20:26:32.021610] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-30T20:26:32.022375] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-30T20:26:32.022426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:32.022457] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:32.022484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:32.022541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:32.079956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:32.080666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:32.080774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:32.080807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:32.195060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:32.195212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:32.195252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:32.195280] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:32.198589] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-30T20:26:32.198899] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-30T20:26:32.199026] [INFO ] [sig       ] MBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:32.338732] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBS.txt
[2025-12-30T20:26:32.338870] [INFO ] [sig       ] [1985/3539] Completed MBS in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:32.338910] [INFO ] [sig       ] [1986/3539] Forecasting MBWM...
[2025-12-30T20:26:32.338939] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-30T20:26:32.338969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-30T20:26:32.349829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-30T20:26:32.350115] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-30T20:26:32.350920] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-30T20:26:32.350972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:32.351003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:32.351029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:32.351086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:32.408435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:32.409333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:32.409420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:32.409453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:32.528414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:32.528591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:32.528635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:32.528664] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:32.532097] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-12-30T20:26:32.532375] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-30T20:26:32.532499] [INFO ] [sig       ] MBWM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:32.676389] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBWM.txt
[2025-12-30T20:26:32.676555] [INFO ] [sig       ] [1986/3539] Completed MBWM in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:32.676622] [INFO ] [sig       ] [1987/3539] Forecasting MBX...
[2025-12-30T20:26:32.676653] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-30T20:26:32.676685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-30T20:26:32.688419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-30T20:26:32.688772] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-30T20:26:32.689595] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-30T20:26:32.689661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:32.689702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:32.689731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:32.689790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:32.748729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:32.749376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:32.749462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:32.749502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:32.874900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:32.875066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:32.875113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:32.875144] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:32.878551] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-30T20:26:32.878881] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-30T20:26:32.879006] [INFO ] [sig       ] MBX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:33.021127] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MBX.txt
[2025-12-30T20:26:33.021276] [INFO ] [sig       ] [1987/3539] Completed MBX in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:33.021321] [INFO ] [sig       ] [1988/3539] Forecasting MC...
[2025-12-30T20:26:33.021351] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-30T20:26:33.021382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-30T20:26:33.032422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-30T20:26:33.032747] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-30T20:26:33.033545] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-30T20:26:33.033618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:33.033652] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:33.033680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:33.033739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:33.090773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:33.091466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:33.091551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:33.091603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:33.210710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:33.210867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:33.210909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:33.210939] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:33.214460] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-12-30T20:26:33.214757] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-30T20:26:33.214884] [INFO ] [sig       ] MC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:33.358298] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MC.txt
[2025-12-30T20:26:33.358458] [INFO ] [sig       ] [1988/3539] Completed MC in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:33.358498] [INFO ] [sig       ] [1989/3539] Forecasting MCBS...
[2025-12-30T20:26:33.358529] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-30T20:26:33.358559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-30T20:26:33.369713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-30T20:26:33.370062] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-30T20:26:33.370896] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-30T20:26:33.370949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:33.370982] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:33.371009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:33.371068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:33.428839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:33.429507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:33.429626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:33.429669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:33.548668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:33.548853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:33.548902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:33.548932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:33.552454] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-30T20:26:33.552771] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-30T20:26:33.552900] [INFO ] [sig       ] MCBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:33.712491] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCBS.txt
[2025-12-30T20:26:33.712679] [INFO ] [sig       ] [1989/3539] Completed MCBS in 0.4s | 2.89 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-30T20:26:33.712722] [INFO ] [sig       ] [1990/3539] Forecasting MCHI...
[2025-12-30T20:26:33.712752] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-30T20:26:33.712783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-30T20:26:33.724216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-30T20:26:33.724614] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-30T20:26:33.725382] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-30T20:26:33.725435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:33.725466] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:33.725493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:33.725551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:33.785023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:33.785904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:33.785991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:33.786025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:33.910775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:33.910934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:33.910975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:33.911003] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:33.914399] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-12-30T20:26:33.914703] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-30T20:26:33.914828] [INFO ] [sig       ] MCHI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:34.061872] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MCHI.txt
[2025-12-30T20:26:34.062006] [INFO ] [sig       ] [1990/3539] Completed MCHI in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:34.062045] [INFO ] [sig       ] [1991/3539] Forecasting MCHP...
[2025-12-30T20:26:34.062074] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-30T20:26:34.062104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-30T20:26:34.072730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-30T20:26:34.072996] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-30T20:26:34.073766] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-30T20:26:34.073819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:34.073851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:34.073877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:34.073934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:34.129983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:34.130680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:34.130782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:34.130835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:34.253422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:34.253604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:34.253646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:34.253675] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:34.257039] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-30T20:26:34.257318] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-30T20:26:34.257440] [INFO ] [sig       ] MCHP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:34.395813] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCHP.txt
[2025-12-30T20:26:34.395933] [INFO ] [sig       ] [1991/3539] Completed MCHP in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:34.395971] [INFO ] [sig       ] [1992/3539] Forecasting MCHX...
[2025-12-30T20:26:34.395999] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-30T20:26:34.396028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-30T20:26:34.407408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-30T20:26:34.407723] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-30T20:26:34.408466] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-30T20:26:34.408517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:34.408592] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:34.408623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:34.408692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:34.466720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:34.467413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:34.467496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:34.467530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:34.570744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:34.570890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:34.570930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:34.570958] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:34.574251] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-30T20:26:34.574533] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-30T20:26:34.574683] [INFO ] [sig       ] MCHX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:34.713978] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCHX.txt
[2025-12-30T20:26:34.714133] [INFO ] [sig       ] [1992/3539] Completed MCHX in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:34.714174] [INFO ] [sig       ] [1993/3539] Forecasting MCI...
[2025-12-30T20:26:34.714205] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-30T20:26:34.714236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-30T20:26:34.725596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-30T20:26:34.725915] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-30T20:26:34.726696] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-30T20:26:34.726749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:34.726780] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:34.726806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:34.726863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:34.785872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:34.786752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:34.786838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:34.786872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:34.906539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:34.906721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:34.906765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:34.906796] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:34.910334] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=66.21%)
[2025-12-30T20:26:34.910647] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-30T20:26:34.910778] [INFO ] [sig       ] MCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:35.064654] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MCI.txt
[2025-12-30T20:26:35.065066] [INFO ] [sig       ] [1993/3539] Completed MCI in 0.4s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:35.065129] [INFO ] [sig       ] [1994/3539] Forecasting MCK...
[2025-12-30T20:26:35.065170] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-30T20:26:35.065209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-30T20:26:35.079111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-30T20:26:35.079489] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-30T20:26:35.080309] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-30T20:26:35.080376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:35.080412] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:35.080442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:35.080502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:35.144370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:35.145233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:35.145318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:35.145353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:35.267949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:35.268113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:35.268156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:35.268186] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:35.271638] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2025-12-30T20:26:35.271919] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-30T20:26:35.272048] [INFO ] [sig       ] MCK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:35.414898] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCK.txt
[2025-12-30T20:26:35.415042] [INFO ] [sig       ] [1994/3539] Completed MCK in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:35.415082] [INFO ] [sig       ] [1995/3539] Forecasting MCN...
[2025-12-30T20:26:35.415110] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-30T20:26:35.415141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-30T20:26:35.427128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-30T20:26:35.427492] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-30T20:26:35.428298] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-30T20:26:35.428352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:35.428384] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:35.428412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:35.428471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:35.488074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:35.489037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:35.489130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:35.489164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:35.609369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:35.609532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:35.609594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:35.609684] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:35.613298] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-30T20:26:35.613643] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-30T20:26:35.613780] [INFO ] [sig       ] MCN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:35.755613] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MCN.txt
[2025-12-30T20:26:35.755767] [INFO ] [sig       ] [1995/3539] Completed MCN in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:35.755807] [INFO ] [sig       ] [1996/3539] Forecasting MCO...
[2025-12-30T20:26:35.755836] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-30T20:26:35.755866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-30T20:26:35.767493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-30T20:26:35.767905] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-30T20:26:35.768743] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-30T20:26:35.768799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:35.768832] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:35.768860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:35.768920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:35.828330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:35.829233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:35.829316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:35.829347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:35.944648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:35.944802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:35.944842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:35.944870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:35.948195] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-30T20:26:35.948464] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-30T20:26:35.948603] [INFO ] [sig       ] MCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:36.103226] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCO.txt
[2025-12-30T20:26:36.103379] [INFO ] [sig       ] [1996/3539] Completed MCO in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:36.103422] [INFO ] [sig       ] [1997/3539] Forecasting MCRB...
[2025-12-30T20:26:36.103454] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-30T20:26:36.103486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-30T20:26:36.114949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-30T20:26:36.115306] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-30T20:26:36.116113] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-30T20:26:36.116166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:36.116197] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:36.116224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:36.116281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:36.176133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:36.176872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:36.176957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:36.176991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:36.294282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:36.294436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:36.294478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:36.294509] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:36.297960] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-30T20:26:36.298249] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-30T20:26:36.298378] [INFO ] [sig       ] MCRB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:36.439737] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCRB.txt
[2025-12-30T20:26:36.439867] [INFO ] [sig       ] [1997/3539] Completed MCRB in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:36.439913] [INFO ] [sig       ] [1998/3539] Forecasting MCRI...
[2025-12-30T20:26:36.439942] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-30T20:26:36.439972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-30T20:26:36.451115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-30T20:26:36.451452] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-30T20:26:36.452355] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-30T20:26:36.452414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:36.452449] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:36.452479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:36.452552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:36.512827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:36.513746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:36.513834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:36.513865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:36.635481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:36.635677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:36.635731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:36.635759] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:36.640477] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=52.39%)
[2025-12-30T20:26:36.640990] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-30T20:26:36.641174] [INFO ] [sig       ] MCRI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:36.781087] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MCRI.txt
[2025-12-30T20:26:36.781217] [INFO ] [sig       ] [1998/3539] Completed MCRI in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:36.781256] [INFO ] [sig       ] [1999/3539] Forecasting MCS...
[2025-12-30T20:26:36.781284] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-30T20:26:36.781314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-30T20:26:36.792465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-30T20:26:36.792759] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-30T20:26:36.793504] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-30T20:26:36.793556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:36.793621] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:36.793655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:36.793725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:36.851692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:36.852352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:36.852436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:36.852468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:36.974718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:36.974877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:36.974918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:36.974946] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:36.978294] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-30T20:26:36.978600] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-30T20:26:36.981798] [INFO ] [sig       ] MCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:37.124337] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCS.txt
[2025-12-30T20:26:37.124497] [INFO ] [sig       ] [1999/3539] Completed MCS in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:37.124541] [INFO ] [sig       ] [2000/3539] Forecasting MCY...
[2025-12-30T20:26:37.124588] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-30T20:26:37.124623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-30T20:26:37.136970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-30T20:26:37.137273] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-30T20:26:37.138129] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-30T20:26:37.138183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:37.138215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:37.138242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:37.138301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:37.198524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:37.199214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:37.199299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:37.199332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:37.317538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:37.317698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:37.317740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:37.317769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:37.321172] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-12-30T20:26:37.321450] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-30T20:26:37.321592] [INFO ] [sig       ] MCY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:37.464988] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MCY.txt
[2025-12-30T20:26:37.465117] [INFO ] [sig       ] [2000/3539] Completed MCY in 0.3s | 2.89 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-30T20:26:37.465156] [INFO ] [sig       ] [2001/3539] Forecasting MD...
[2025-12-30T20:26:37.465186] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-30T20:26:37.465217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-30T20:26:37.476832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-30T20:26:37.477100] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-30T20:26:37.477874] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-30T20:26:37.477925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:37.477956] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:37.477981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:37.478036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:37.536331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:37.536972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:37.537055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:37.537087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:37.658212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:37.658371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:37.658430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:37.658462] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:37.661987] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-30T20:26:37.662276] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-30T20:26:37.662406] [INFO ] [sig       ] MD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:37.811934] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MD.txt
[2025-12-30T20:26:37.812068] [INFO ] [sig       ] [2001/3539] Completed MD in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:37.812114] [INFO ] [sig       ] [2002/3539] Forecasting MDAI...
[2025-12-30T20:26:37.812145] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-30T20:26:37.812179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-30T20:26:37.823927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-30T20:26:37.824213] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-30T20:26:37.825031] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-30T20:26:37.825086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:37.825119] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:37.825149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:37.825207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:37.884459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:37.885102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:37.885183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:37.885243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:38.004440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:38.004592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:38.004635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:38.004666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:38.008029] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-30T20:26:38.008311] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-30T20:26:38.008452] [INFO ] [sig       ] MDAI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:38.158446] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MDAI.txt
[2025-12-30T20:26:38.158593] [INFO ] [sig       ] [2002/3539] Completed MDAI in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:38.158639] [INFO ] [sig       ] [2003/3539] Forecasting MDB...
[2025-12-30T20:26:38.158687] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-30T20:26:38.158760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-30T20:26:38.170672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-30T20:26:38.170953] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-30T20:26:38.171768] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-30T20:26:38.171823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:38.171857] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:38.171886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:38.171945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:38.233991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:38.234676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:38.234786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:38.234820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:38.361640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:38.361794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:38.361837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:38.361866] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:38.365298] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-30T20:26:38.365593] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-30T20:26:38.365725] [INFO ] [sig       ] MDB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:38.514924] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MDB.txt
[2025-12-30T20:26:38.515052] [INFO ] [sig       ] [2003/3539] Completed MDB in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:38.515095] [INFO ] [sig       ] [2004/3539] Forecasting MDGL...
[2025-12-30T20:26:38.515126] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-30T20:26:38.515158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-30T20:26:38.527216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-30T20:26:38.527491] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-30T20:26:38.528318] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-30T20:26:38.528374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:38.528407] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:38.528435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:38.528493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:38.588864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:38.589543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:38.589645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:38.589679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:38.706099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:38.706244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:38.706286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:38.706317] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:38.709766] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-30T20:26:38.710055] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-30T20:26:38.710182] [INFO ] [sig       ] MDGL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:38.856986] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MDGL.txt
[2025-12-30T20:26:38.857138] [INFO ] [sig       ] [2004/3539] Completed MDGL in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:38.857179] [INFO ] [sig       ] [2005/3539] Forecasting MDLZ...
[2025-12-30T20:26:38.857208] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-30T20:26:38.857237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-30T20:26:38.868675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-30T20:26:38.868984] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-30T20:26:38.869747] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-30T20:26:38.869798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:38.869843] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:38.869872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:38.869928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:38.930888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:38.931710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:38.931796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:38.931830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:39.055011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:39.055174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:39.055216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:39.055247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:39.058758] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-30T20:26:39.059034] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-30T20:26:39.059160] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:39.204759] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MDLZ.txt
[2025-12-30T20:26:39.204898] [INFO ] [sig       ] [2005/3539] Completed MDLZ in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:39.204937] [INFO ] [sig       ] [2006/3539] Forecasting MDWD...
[2025-12-30T20:26:39.204966] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-30T20:26:39.204995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-30T20:26:39.217152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-30T20:26:39.217459] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-30T20:26:39.218282] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-30T20:26:39.218346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:39.218390] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:39.218428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:39.218507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:39.282766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:39.283624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:39.283714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:39.283750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:39.401772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:39.401923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:39.401966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:39.401996] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:39.405486] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-30T20:26:39.405807] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-30T20:26:39.405937] [INFO ] [sig       ] MDWD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:39.555274] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MDWD.txt
[2025-12-30T20:26:39.555402] [INFO ] [sig       ] [2006/3539] Completed MDWD in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-30T20:26:39.555444] [INFO ] [sig       ] [2007/3539] Forecasting MDXG...
[2025-12-30T20:26:39.555475] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-30T20:26:39.555508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-30T20:26:39.568016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-30T20:26:39.568303] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-30T20:26:39.569156] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-30T20:26:39.569210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:39.569243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:39.569272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:39.569331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:39.630125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:39.630808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:39.630895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:39.630928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:39.753621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:39.753771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:39.753817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:39.753848] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:39.757296] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-30T20:26:39.757592] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-30T20:26:39.757724] [INFO ] [sig       ] MDXG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:39.907090] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MDXG.txt
[2025-12-30T20:26:39.907219] [INFO ] [sig       ] [2007/3539] Completed MDXG in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:39.907259] [INFO ] [sig       ] [2008/3539] Forecasting MDXH...
[2025-12-30T20:26:39.907291] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-30T20:26:39.907322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-30T20:26:39.919689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-30T20:26:39.920136] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-30T20:26:39.921063] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-30T20:26:39.921118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:39.921151] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:39.921177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:39.921234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:39.991830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:39.993019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:39.993130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:39.993185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:40.120009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:40.120177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:40.120223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:40.120256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:40.123872] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-30T20:26:40.124204] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-30T20:26:40.124349] [INFO ] [sig       ] MDXH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:40.271273] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MDXH.txt
[2025-12-30T20:26:40.271412] [INFO ] [sig       ] [2008/3539] Completed MDXH in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:40.271452] [INFO ] [sig       ] [2009/3539] Forecasting MEC...
[2025-12-30T20:26:40.271487] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-30T20:26:40.271519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-30T20:26:40.283236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-30T20:26:40.283554] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-30T20:26:40.284346] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-30T20:26:40.284399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:40.284455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:40.284484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:40.284541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:40.343601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:40.344472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:40.344559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:40.344611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:40.462624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:40.462776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:40.462816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:40.462844] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:40.466171] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-30T20:26:40.466441] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-30T20:26:40.466560] [INFO ] [sig       ] MEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:40.608156] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MEC.txt
[2025-12-30T20:26:40.608297] [INFO ] [sig       ] [2009/3539] Completed MEC in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:40.608338] [INFO ] [sig       ] [2010/3539] Forecasting MED...
[2025-12-30T20:26:40.608367] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-30T20:26:40.608397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-30T20:26:40.619448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-30T20:26:40.619779] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-30T20:26:40.620583] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-30T20:26:40.620635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:40.620673] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:40.620705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:40.620781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:40.681281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:40.682251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:40.682349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:40.682389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:40.811097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:40.811256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:40.811300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:40.811331] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:40.814970] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-30T20:26:40.815246] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-30T20:26:40.815371] [INFO ] [sig       ] MED: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:40.963383] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MED.txt
[2025-12-30T20:26:40.963514] [INFO ] [sig       ] [2010/3539] Completed MED in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:40.963554] [INFO ] [sig       ] [2011/3539] Forecasting MEDP...
[2025-12-30T20:26:40.963601] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-30T20:26:40.963634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-30T20:26:40.974779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-30T20:26:40.975180] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-30T20:26:40.976024] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-30T20:26:40.976078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:40.976110] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:40.976136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:40.976194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:41.038285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:41.039218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:41.039307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:41.039341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:41.161687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:41.161835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:41.161879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:41.161908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:41.165330] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-30T20:26:41.165632] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-30T20:26:41.165766] [INFO ] [sig       ] MEDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:41.314591] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MEDP.txt
[2025-12-30T20:26:41.314731] [INFO ] [sig       ] [2011/3539] Completed MEDP in 0.4s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:41.314772] [INFO ] [sig       ] [2012/3539] Forecasting MEG...
[2025-12-30T20:26:41.314801] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-30T20:26:41.314831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-30T20:26:41.325863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-30T20:26:41.326154] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-30T20:26:41.326944] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-30T20:26:41.326996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:41.327026] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:41.327051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:41.327107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:41.383210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:41.383835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:41.383916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:41.383949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:41.504136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:41.504290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:41.504329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:41.504402] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:41.507725] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-30T20:26:41.507996] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-30T20:26:41.508115] [INFO ] [sig       ] MEG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:41.648478] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MEG.txt
[2025-12-30T20:26:41.648620] [INFO ] [sig       ] [2012/3539] Completed MEG in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:41.648661] [INFO ] [sig       ] [2013/3539] Forecasting MEGI...
[2025-12-30T20:26:41.648690] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-30T20:26:41.648732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-30T20:26:41.660185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-30T20:26:41.660466] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-30T20:26:41.661268] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-30T20:26:41.661321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:41.661353] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:41.661380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:41.661439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:41.717536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:41.718160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:41.718237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:41.718269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:41.840150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:41.840299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:41.840339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:41.840366] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:41.843747] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-30T20:26:41.844016] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-30T20:26:41.844135] [INFO ] [sig       ] MEGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:41.983780] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MEGI.txt
[2025-12-30T20:26:41.983934] [INFO ] [sig       ] [2013/3539] Completed MEGI in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:41.983975] [INFO ] [sig       ] [2014/3539] Forecasting MEI...
[2025-12-30T20:26:41.984004] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-30T20:26:41.984035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-30T20:26:41.995464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-30T20:26:41.995828] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-30T20:26:41.996609] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-30T20:26:41.996661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:41.996692] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:41.996718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:41.996775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:42.055504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:42.056395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:42.056483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:42.056532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:42.178959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:42.179117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:42.179157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:42.179186] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:42.182531] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-30T20:26:42.182826] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-30T20:26:42.182951] [INFO ] [sig       ] MEI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:42.323167] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MEI.txt
[2025-12-30T20:26:42.323292] [INFO ] [sig       ] [2014/3539] Completed MEI in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:42.323331] [INFO ] [sig       ] [2015/3539] Forecasting MELI...
[2025-12-30T20:26:42.323361] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-30T20:26:42.323392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-30T20:26:42.334322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-30T20:26:42.334626] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-30T20:26:42.335373] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-30T20:26:42.335424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:42.335456] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:42.335483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:42.335539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:42.392114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:42.392725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:42.392818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:42.392856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:42.510352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:42.510471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:42.510507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:42.510534] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:42.513721] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-30T20:26:42.513981] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-30T20:26:42.514098] [INFO ] [sig       ] MELI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:42.653778] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MELI.txt
[2025-12-30T20:26:42.653914] [INFO ] [sig       ] [2015/3539] Completed MELI in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:42.653952] [INFO ] [sig       ] [2016/3539] Forecasting MEOH...
[2025-12-30T20:26:42.653981] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-30T20:26:42.654010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-30T20:26:42.664763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-30T20:26:42.665051] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-30T20:26:42.665829] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-30T20:26:42.665882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:42.665913] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:42.665940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:42.666006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:42.724059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:42.724695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:42.724779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:42.724811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:42.845438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:42.845558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:42.845613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:42.845642] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:42.848882] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-30T20:26:42.849149] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-30T20:26:42.849269] [INFO ] [sig       ] MEOH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:42.989491] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MEOH.txt
[2025-12-30T20:26:42.989616] [INFO ] [sig       ] [2016/3539] Completed MEOH in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:42.989657] [INFO ] [sig       ] [2017/3539] Forecasting MERC...
[2025-12-30T20:26:42.989686] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-30T20:26:42.989716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-30T20:26:43.000367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-30T20:26:43.000667] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-30T20:26:43.001417] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-30T20:26:43.001469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:43.001500] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:43.001527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:43.001600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:43.058468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:43.059147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:43.059228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:43.059261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:43.178034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:43.178180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:43.178219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:43.178246] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:43.181634] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-30T20:26:43.181902] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-30T20:26:43.182021] [INFO ] [sig       ] MERC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:43.327539] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MERC.txt
[2025-12-30T20:26:43.327679] [INFO ] [sig       ] [2017/3539] Completed MERC in 0.3s | 2.89 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-30T20:26:43.327718] [INFO ] [sig       ] [2018/3539] Forecasting META...
[2025-12-30T20:26:43.327747] [INFO ] [sig       ] Generating forecast for: META
[2025-12-30T20:26:43.327781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-30T20:26:43.339886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-30T20:26:43.340168] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-30T20:26:43.340946] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-30T20:26:43.340998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:43.341029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:43.341056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:43.341113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:43.398914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:43.399531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:43.399628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:43.399663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:43.524801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:43.524925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:43.524968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:43.524995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:43.528231] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-30T20:26:43.528491] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-30T20:26:43.528627] [INFO ] [sig       ] META: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:43.669450] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/META.txt
[2025-12-30T20:26:43.669565] [INFO ] [sig       ] [2018/3539] Completed META in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:43.669622] [INFO ] [sig       ] [2019/3539] Forecasting METC...
[2025-12-30T20:26:43.669651] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-30T20:26:43.669683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-30T20:26:43.680514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-30T20:26:43.680830] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-30T20:26:43.681607] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-30T20:26:43.681661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:43.681693] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:43.681720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:43.681777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:43.740223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:43.740956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:43.741068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:43.741103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:43.855801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:43.855936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:43.855975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:43.856004] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:43.859318] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-30T20:26:43.859599] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-30T20:26:43.859726] [INFO ] [sig       ] METC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:44.000926] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/METC.txt
[2025-12-30T20:26:44.001037] [INFO ] [sig       ] [2019/3539] Completed METC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:44.001074] [INFO ] [sig       ] [2020/3539] Forecasting METCB...
[2025-12-30T20:26:44.001105] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-30T20:26:44.001141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-30T20:26:44.012195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-30T20:26:44.012464] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-30T20:26:44.013230] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-30T20:26:44.013281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:44.013312] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:44.013338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:44.013396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:44.070491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:44.071089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:44.071167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:44.071197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:44.190210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:44.190350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:44.190389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:44.190417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:44.193691] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-30T20:26:44.194129] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-30T20:26:44.194254] [INFO ] [sig       ] METCB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:44.336405] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/METCB.txt
[2025-12-30T20:26:44.336527] [INFO ] [sig       ] [2020/3539] Completed METCB in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:44.336566] [INFO ] [sig       ] [2021/3539] Forecasting METD...
[2025-12-30T20:26:44.336620] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-30T20:26:44.336650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-30T20:26:44.347867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-30T20:26:44.348156] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-30T20:26:44.349005] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-30T20:26:44.349057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:44.349087] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:44.349113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:44.349171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:44.406344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:44.406940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:44.407019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:44.407051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:44.529634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:44.529790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:44.529844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:44.529881] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:44.533372] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-30T20:26:44.533668] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-30T20:26:44.533800] [INFO ] [sig       ] METD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:44.672636] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/METD.txt
[2025-12-30T20:26:44.672782] [INFO ] [sig       ] [2021/3539] Completed METD in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:44.672821] [INFO ] [sig       ] [2022/3539] Forecasting MFA...
[2025-12-30T20:26:44.672850] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-30T20:26:44.672880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-30T20:26:44.683957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-30T20:26:44.684258] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-30T20:26:44.685029] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-30T20:26:44.685080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:44.685112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:44.685138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:44.685194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:44.741214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:44.741961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:44.742043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:44.742075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:44.870873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:44.871079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:44.871133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:44.871173] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:44.876302] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-12-30T20:26:44.876820] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-30T20:26:44.877008] [INFO ] [sig       ] MFA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:45.025678] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MFA.txt
[2025-12-30T20:26:45.025905] [INFO ] [sig       ] [2022/3539] Completed MFA in 0.4s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:45.025969] [INFO ] [sig       ] [2023/3539] Forecasting MFC...
[2025-12-30T20:26:45.026012] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-30T20:26:45.026055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-30T20:26:45.037772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-30T20:26:45.038152] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-30T20:26:45.039023] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-30T20:26:45.039078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:45.039110] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:45.039137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:45.039195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:45.095567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:45.096356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:45.096437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:45.096469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:45.214839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:45.214979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:45.215018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:45.215047] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:45.218296] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-30T20:26:45.218561] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-30T20:26:45.218697] [INFO ] [sig       ] MFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:45.357628] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MFC.txt
[2025-12-30T20:26:45.357758] [INFO ] [sig       ] [2023/3539] Completed MFC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-30T20:26:45.357801] [INFO ] [sig       ] [2024/3539] Forecasting MFG...
[2025-12-30T20:26:45.357830] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-30T20:26:45.357860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-30T20:26:45.368837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-30T20:26:45.369124] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-30T20:26:45.369905] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-30T20:26:45.369957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:45.369988] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:45.370014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:45.370071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:45.426668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:45.427274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:45.427352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:45.427384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:45.549860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:45.550021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:45.550063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:45.550091] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:45.553372] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-12-30T20:26:45.553663] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-30T20:26:45.553793] [INFO ] [sig       ] MFG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:45.693157] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MFG.txt
[2025-12-30T20:26:45.693274] [INFO ] [sig       ] [2024/3539] Completed MFG in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:45.693312] [INFO ] [sig       ] [2025/3539] Forecasting MFI...
[2025-12-30T20:26:45.693341] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-30T20:26:45.693371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-30T20:26:45.704114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-30T20:26:45.704399] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-30T20:26:45.705221] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-30T20:26:45.705274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:45.705307] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:45.705336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:45.705400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:45.762704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:45.763385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:45.763470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:45.763503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:45.880007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:45.880190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:45.880233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:45.880264] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:45.883711] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-30T20:26:45.883989] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-30T20:26:45.884112] [INFO ] [sig       ] MFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:46.023467] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MFI.txt
[2025-12-30T20:26:46.023601] [INFO ] [sig       ] [2025/3539] Completed MFI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:46.023642] [INFO ] [sig       ] [2026/3539] Forecasting MFIC...
[2025-12-30T20:26:46.023671] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-30T20:26:46.023701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-30T20:26:46.034951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-30T20:26:46.035238] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-30T20:26:46.036022] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-30T20:26:46.036075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:46.036148] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:46.036177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:46.036235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:46.093988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:46.094653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:46.094731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:46.094763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:46.215524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:46.215649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:46.215686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:46.215714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:46.218844] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-30T20:26:46.219126] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-30T20:26:46.219246] [INFO ] [sig       ] MFIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:46.360237] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MFIC.txt
[2025-12-30T20:26:46.360363] [INFO ] [sig       ] [2026/3539] Completed MFIC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:46.360402] [INFO ] [sig       ] [2027/3539] Forecasting MFIN...
[2025-12-30T20:26:46.360431] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-30T20:26:46.360461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-30T20:26:46.371893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-30T20:26:46.372159] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-30T20:26:46.372923] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-30T20:26:46.372975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:46.373005] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:46.373031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:46.373088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:46.430115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:46.430742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:46.430828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:46.430866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:46.548532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:46.548690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:46.548742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:46.548771] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:46.552083] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-30T20:26:46.552352] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-30T20:26:46.552474] [INFO ] [sig       ] MFIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:46.691844] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MFIN.txt
[2025-12-30T20:26:46.691975] [INFO ] [sig       ] [2027/3539] Completed MFIN in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:46.692014] [INFO ] [sig       ] [2028/3539] Forecasting MFM...
[2025-12-30T20:26:46.692042] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-30T20:26:46.692072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-30T20:26:46.703096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-30T20:26:46.703385] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-30T20:26:46.704147] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-30T20:26:46.704200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:46.704232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:46.704258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:46.704315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:46.760814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:46.761559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:46.761659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:46.761691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:46.879651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:46.879809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:46.879850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:46.879880] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:46.883159] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-30T20:26:46.883433] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-30T20:26:46.883553] [INFO ] [sig       ] MFM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:47.024630] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MFM.txt
[2025-12-30T20:26:47.024760] [INFO ] [sig       ] [2028/3539] Completed MFM in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:47.024798] [INFO ] [sig       ] [2029/3539] Forecasting MG...
[2025-12-30T20:26:47.024829] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-30T20:26:47.024861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-30T20:26:47.036559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-30T20:26:47.036896] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-30T20:26:47.037672] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-30T20:26:47.037754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:47.037787] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:47.037813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:47.037870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:47.094155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:47.094844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:47.094931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:47.094965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:47.215767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:47.215947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:47.216005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:47.216090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:47.220640] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-30T20:26:47.221012] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-30T20:26:47.221191] [INFO ] [sig       ] MG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:47.367228] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MG.txt
[2025-12-30T20:26:47.367362] [INFO ] [sig       ] [2029/3539] Completed MG in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:47.367400] [INFO ] [sig       ] [2030/3539] Forecasting MGA...
[2025-12-30T20:26:47.367429] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-30T20:26:47.367460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-30T20:26:47.379730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-30T20:26:47.379990] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-30T20:26:47.380772] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-30T20:26:47.380824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:47.380855] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:47.380883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:47.380943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:47.437089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:47.437762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:47.437842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:47.437875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:47.561469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:47.561650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:47.561692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:47.561720] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:47.565211] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-30T20:26:47.565566] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-30T20:26:47.565731] [INFO ] [sig       ] MGA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:47.705257] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGA.txt
[2025-12-30T20:26:47.705426] [INFO ] [sig       ] [2030/3539] Completed MGA in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:47.705469] [INFO ] [sig       ] [2031/3539] Forecasting MGEE...
[2025-12-30T20:26:47.705498] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-30T20:26:47.705529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-30T20:26:47.718149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-30T20:26:47.718546] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-30T20:26:47.719373] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-30T20:26:47.719426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:47.719457] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:47.719482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:47.719539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:47.777978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:47.778891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:47.778976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:47.779008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:47.900621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:47.900778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:47.900818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:47.900851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:47.904174] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-30T20:26:47.904445] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-30T20:26:47.904566] [INFO ] [sig       ] MGEE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:48.047065] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MGEE.txt
[2025-12-30T20:26:48.047223] [INFO ] [sig       ] [2031/3539] Completed MGEE in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:48.047264] [INFO ] [sig       ] [2032/3539] Forecasting MGIC...
[2025-12-30T20:26:48.047293] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-30T20:26:48.047323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-30T20:26:48.059669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-30T20:26:48.060007] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-30T20:26:48.060782] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-30T20:26:48.060834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:48.060867] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:48.060896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:48.060952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:48.117648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:48.118488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:48.118588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:48.118623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:48.240531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:48.240671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:48.240708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:48.240735] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:48.243895] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-30T20:26:48.244154] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-30T20:26:48.244276] [INFO ] [sig       ] MGIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:48.386876] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGIC.txt
[2025-12-30T20:26:48.387000] [INFO ] [sig       ] [2032/3539] Completed MGIC in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:48.387046] [INFO ] [sig       ] [2033/3539] Forecasting MGM...
[2025-12-30T20:26:48.387075] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-30T20:26:48.387105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-30T20:26:48.399038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-30T20:26:48.399361] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-30T20:26:48.400162] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-30T20:26:48.400214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:48.400245] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:48.400272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:48.400330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:48.457178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:48.457972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:48.458087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:48.458120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:48.583607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:48.583779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:48.583823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:48.583852] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:48.587455] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-30T20:26:48.587754] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-30T20:26:48.587890] [INFO ] [sig       ] MGM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:48.729701] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGM.txt
[2025-12-30T20:26:48.729831] [INFO ] [sig       ] [2033/3539] Completed MGM in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:48.729873] [INFO ] [sig       ] [2034/3539] Forecasting MGNI...
[2025-12-30T20:26:48.729904] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-30T20:26:48.729934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-30T20:26:48.741569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-30T20:26:48.741869] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-30T20:26:48.742631] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-30T20:26:48.742682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:48.742713] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:48.742739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:48.742796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:48.799701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:48.800316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:48.800394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:48.800426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:48.920584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:48.920743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:48.920784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:48.920811] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:48.924083] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-30T20:26:48.924347] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-30T20:26:48.924482] [INFO ] [sig       ] MGNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:49.064754] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGNI.txt
[2025-12-30T20:26:49.064899] [INFO ] [sig       ] [2034/3539] Completed MGNI in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:49.064937] [INFO ] [sig       ] [2035/3539] Forecasting MGNX...
[2025-12-30T20:26:49.064965] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-30T20:26:49.064996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-30T20:26:49.077500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-30T20:26:49.077932] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-30T20:26:49.078775] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-30T20:26:49.078830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:49.078861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:49.078886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:49.078942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:49.136374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:49.137343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:49.137440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:49.137473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:49.254133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:49.254301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:49.254341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:49.254369] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:49.257757] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-30T20:26:49.258071] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-30T20:26:49.258202] [INFO ] [sig       ] MGNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:49.398200] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MGNX.txt
[2025-12-30T20:26:49.398368] [INFO ] [sig       ] [2035/3539] Completed MGNX in 0.3s | 2.89 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-30T20:26:49.398409] [INFO ] [sig       ] [2036/3539] Forecasting MGPI...
[2025-12-30T20:26:49.398438] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-30T20:26:49.398468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-30T20:26:49.409962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-30T20:26:49.410238] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-30T20:26:49.411038] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-30T20:26:49.411091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:49.411123] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:49.411152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:49.411211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:49.469835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:49.470612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:49.470726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:49.470761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:49.587408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:49.587560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:49.587644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:49.587675] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:49.591096] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-12-30T20:26:49.591369] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-30T20:26:49.591495] [INFO ] [sig       ] MGPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:49.732207] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MGPI.txt
[2025-12-30T20:26:49.732367] [INFO ] [sig       ] [2036/3539] Completed MGPI in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-30T20:26:49.732410] [INFO ] [sig       ] [2037/3539] Forecasting MGRC...
[2025-12-30T20:26:49.732441] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-30T20:26:49.732471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-30T20:26:49.745133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-30T20:26:49.745510] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-30T20:26:49.746467] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-30T20:26:49.746522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:49.746552] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:49.746599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:49.746658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:49.804993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:49.805850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:49.805936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:49.805969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:49.921132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:49.921280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:49.921324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:49.921356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:49.924758] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-12-30T20:26:49.925039] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-30T20:26:49.925168] [INFO ] [sig       ] MGRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:50.068491] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGRC.txt
[2025-12-30T20:26:50.068665] [INFO ] [sig       ] [2037/3539] Completed MGRC in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-30T20:26:50.068708] [INFO ] [sig       ] [2038/3539] Forecasting MGTX...
[2025-12-30T20:26:50.068772] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-30T20:26:50.068805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-30T20:26:50.080858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-30T20:26:50.081126] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-30T20:26:50.081902] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-30T20:26:50.081956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:50.081989] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:50.082016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:50.082074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:50.141262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:50.142160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:50.142265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:50.142302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:50.259800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:50.259957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:50.259997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:50.260026] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:50.263306] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-12-30T20:26:50.263593] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-30T20:26:50.263714] [INFO ] [sig       ] MGTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:50.430409] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MGTX.txt
[2025-12-30T20:26:50.430564] [INFO ] [sig       ] [2038/3539] Completed MGTX in 0.4s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-30T20:26:50.430626] [INFO ] [sig       ] [2039/3539] Forecasting MGX...
[2025-12-30T20:26:50.430656] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-30T20:26:50.430686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-30T20:26:50.442277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-30T20:26:50.442634] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-30T20:26:50.443385] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-30T20:26:50.443437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:50.443469] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:50.443496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:50.443557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:50.500251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:50.501145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:50.501257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:50.501292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:50.631723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:50.631882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:50.631925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:50.631955] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:50.635420] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-30T20:26:50.635719] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-30T20:26:50.635847] [INFO ] [sig       ] MGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:50.777720] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MGX.txt
[2025-12-30T20:26:50.777917] [INFO ] [sig       ] [2039/3539] Completed MGX in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-30T20:26:50.777960] [INFO ] [sig       ] [2040/3539] Forecasting MGY...
[2025-12-30T20:26:50.777988] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-30T20:26:50.778019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-30T20:26:50.789727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-30T20:26:50.790042] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-30T20:26:50.790814] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-30T20:26:50.790866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:50.790909] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:50.790936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:50.790993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:50.848143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:50.848812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:50.848894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:50.848930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:50.967216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:50.967370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:50.967411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:50.967440] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:50.970921] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-30T20:26:50.971206] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-30T20:26:50.971331] [INFO ] [sig       ] MGY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:51.111533] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MGY.txt
[2025-12-30T20:26:51.111680] [INFO ] [sig       ] [2040/3539] Completed MGY in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-30T20:26:51.111720] [INFO ] [sig       ] [2041/3539] Forecasting MHD...
[2025-12-30T20:26:51.111749] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-30T20:26:51.111779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-30T20:26:51.123296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-30T20:26:51.123623] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-30T20:26:51.124386] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-30T20:26:51.124439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:51.124472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:51.124499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:51.124556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:51.182907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:51.183649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:51.183730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:51.183762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:51.295529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:51.295692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:51.295733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:51.295761] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:51.299049] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-30T20:26:51.299312] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-30T20:26:51.299433] [INFO ] [sig       ] MHD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:51.441040] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MHD.txt
[2025-12-30T20:26:51.441199] [INFO ] [sig       ] [2041/3539] Completed MHD in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:51.441240] [INFO ] [sig       ] [2042/3539] Forecasting MHF...
[2025-12-30T20:26:51.441271] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-30T20:26:51.441302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-30T20:26:51.452963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-30T20:26:51.453318] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-30T20:26:51.454114] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-30T20:26:51.454166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:51.454199] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:51.454227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:51.454285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:51.513275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:51.514274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:51.514364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:51.514398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:51.637820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:51.637982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:51.638025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:51.638057] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:51.641622] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-30T20:26:51.641921] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-30T20:26:51.642052] [INFO ] [sig       ] MHF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:51.782886] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MHF.txt
[2025-12-30T20:26:51.783018] [INFO ] [sig       ] [2042/3539] Completed MHF in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:51.783058] [INFO ] [sig       ] [2043/3539] Forecasting MHK...
[2025-12-30T20:26:51.783087] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-30T20:26:51.783118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-30T20:26:51.796650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-30T20:26:51.797053] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-30T20:26:51.798075] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-30T20:26:51.798128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:51.798186] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:51.798214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:51.798271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:51.855939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:51.856659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:51.856742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:51.856774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:51.969532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:51.969706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:51.969746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:51.969774] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:51.973068] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-30T20:26:51.973340] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-30T20:26:51.973461] [INFO ] [sig       ] MHK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:52.115972] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MHK.txt
[2025-12-30T20:26:52.116120] [INFO ] [sig       ] [2043/3539] Completed MHK in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:52.116167] [INFO ] [sig       ] [2044/3539] Forecasting MHN...
[2025-12-30T20:26:52.116197] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-30T20:26:52.116233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-30T20:26:52.127449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-30T20:26:52.127790] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-30T20:26:52.128537] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-30T20:26:52.128609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:52.128642] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:52.128667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:52.128748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:52.185389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:52.186249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:52.186350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:52.186385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:52.300242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:52.300400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:52.300442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:52.300470] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:52.303970] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-30T20:26:52.304314] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-30T20:26:52.304452] [INFO ] [sig       ] MHN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:52.443835] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MHN.txt
[2025-12-30T20:26:52.443983] [INFO ] [sig       ] [2044/3539] Completed MHN in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:52.444023] [INFO ] [sig       ] [2045/3539] Forecasting MHO...
[2025-12-30T20:26:52.444052] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-30T20:26:52.444083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-30T20:26:52.456231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-30T20:26:52.456670] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-30T20:26:52.457467] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-30T20:26:52.457520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:52.457551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:52.457601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:52.457660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:52.515293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:52.516110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:52.516194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:52.516228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:52.637979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:52.638146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:52.638187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:52.638214] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:52.641529] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-12-30T20:26:52.641818] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-30T20:26:52.641936] [INFO ] [sig       ] MHO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:52.781453] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MHO.txt
[2025-12-30T20:26:52.781605] [INFO ] [sig       ] [2045/3539] Completed MHO in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:52.781648] [INFO ] [sig       ] [2046/3539] Forecasting MIDD...
[2025-12-30T20:26:52.781677] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-30T20:26:52.781713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-30T20:26:52.794300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-30T20:26:52.794644] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-30T20:26:52.795392] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-30T20:26:52.795444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:52.795474] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:52.795500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:52.795556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:52.852048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:52.852912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:52.853003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:52.853035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:52.972318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:52.972473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:52.972513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:52.972591] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:52.975903] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-30T20:26:52.976171] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-30T20:26:52.976289] [INFO ] [sig       ] MIDD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:53.115316] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MIDD.txt
[2025-12-30T20:26:53.115442] [INFO ] [sig       ] [2046/3539] Completed MIDD in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:53.115482] [INFO ] [sig       ] [2047/3539] Forecasting MIGI...
[2025-12-30T20:26:53.115511] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-30T20:26:53.115542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-30T20:26:53.126666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-30T20:26:53.126939] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-30T20:26:53.127710] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-30T20:26:53.127762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:53.127793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:53.127819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:53.127876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:53.184772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:53.185596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:53.185684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:53.185716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:53.300868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:53.301034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:53.301075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:53.301103] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:53.304443] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-30T20:26:53.304731] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-30T20:26:53.304851] [INFO ] [sig       ] MIGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:53.452091] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MIGI.txt
[2025-12-30T20:26:53.452272] [INFO ] [sig       ] [2047/3539] Completed MIGI in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:53.452325] [INFO ] [sig       ] [2048/3539] Forecasting MILN...
[2025-12-30T20:26:53.452355] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-30T20:26:53.452385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-30T20:26:53.464150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-30T20:26:53.464589] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-30T20:26:53.465389] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-30T20:26:53.465443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:53.465476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:53.465503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:53.465564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:53.528243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:53.529145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:53.529282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:53.529323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:53.637619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:53.637778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:53.637830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:53.637880] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:53.641766] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-12-30T20:26:53.642075] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-30T20:26:53.642209] [INFO ] [sig       ] MILN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:53.783317] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MILN.txt
[2025-12-30T20:26:53.783442] [INFO ] [sig       ] [2048/3539] Completed MILN in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:53.783480] [INFO ] [sig       ] [2049/3539] Forecasting MIND...
[2025-12-30T20:26:53.783509] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-30T20:26:53.783539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-30T20:26:53.794667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-30T20:26:53.794960] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-30T20:26:53.795739] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-30T20:26:53.795791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:53.795822] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:53.795849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:53.795905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:53.852103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:53.852765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:53.852846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:53.852878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:53.972828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:53.972973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:53.973011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:53.973039] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:53.976889] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=55.93%)
[2025-12-30T20:26:53.977156] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-30T20:26:53.977459] [INFO ] [sig       ] MIND: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:54.119902] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MIND.txt
[2025-12-30T20:26:54.120018] [INFO ] [sig       ] [2049/3539] Completed MIND in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:54.120063] [INFO ] [sig       ] [2050/3539] Forecasting MIRA...
[2025-12-30T20:26:54.120098] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-30T20:26:54.120134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-30T20:26:54.131470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-30T20:26:54.131770] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-30T20:26:54.132523] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-30T20:26:54.132598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:54.132636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:54.132665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:54.132722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:54.190999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:54.191616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:54.191720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:54.191752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:54.312010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:54.312162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:54.312201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:54.312229] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:54.315544] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-30T20:26:54.315832] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-30T20:26:54.315953] [INFO ] [sig       ] MIRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:54.455219] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MIRA.txt
[2025-12-30T20:26:54.455357] [INFO ] [sig       ] [2050/3539] Completed MIRA in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:54.455397] [INFO ] [sig       ] [2051/3539] Forecasting MIRM...
[2025-12-30T20:26:54.455425] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-30T20:26:54.455456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-30T20:26:54.466330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-30T20:26:54.466646] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-30T20:26:54.467435] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-30T20:26:54.467487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:54.467519] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:54.467545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:54.467636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:54.525471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:54.526224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:54.526309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:54.526341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:54.642639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:54.642796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:54.642837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:54.642865] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:54.646200] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-30T20:26:54.646468] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-30T20:26:54.646607] [INFO ] [sig       ] MIRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:54.792443] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MIRM.txt
[2025-12-30T20:26:54.792648] [INFO ] [sig       ] [2051/3539] Completed MIRM in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:54.792702] [INFO ] [sig       ] [2052/3539] Forecasting MITK...
[2025-12-30T20:26:54.792732] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-30T20:26:54.792762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-30T20:26:54.805434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-30T20:26:54.805794] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-30T20:26:54.806616] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-30T20:26:54.806670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:54.806711] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:54.806740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:54.806799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:54.867011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:54.867885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:54.867999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:54.868035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:54.989649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:54.989800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:54.989842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:54.989871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:54.993216] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-30T20:26:54.993490] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-30T20:26:54.993630] [INFO ] [sig       ] MITK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:55.134071] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MITK.txt
[2025-12-30T20:26:55.134230] [INFO ] [sig       ] [2052/3539] Completed MITK in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:55.134270] [INFO ] [sig       ] [2053/3539] Forecasting MIY...
[2025-12-30T20:26:55.134299] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-30T20:26:55.134331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-30T20:26:55.145542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-30T20:26:55.145888] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-30T20:26:55.146684] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-30T20:26:55.146749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:55.146783] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:55.146812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:55.146871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:55.204321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:55.205010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:55.205117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:55.205150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:55.322983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:55.323149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:55.323190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:55.323218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:55.326502] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-30T20:26:55.326787] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-30T20:26:55.326914] [INFO ] [sig       ] MIY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:55.465268] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MIY.txt
[2025-12-30T20:26:55.465427] [INFO ] [sig       ] [2053/3539] Completed MIY in 0.3s | 2.89 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-30T20:26:55.465468] [INFO ] [sig       ] [2054/3539] Forecasting MKC...
[2025-12-30T20:26:55.465498] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-30T20:26:55.465530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-30T20:26:55.476873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-30T20:26:55.477255] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-30T20:26:55.478040] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-30T20:26:55.478092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:55.478124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:55.478151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:55.478208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:55.536647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:55.537498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:55.537603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:55.537640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:55.658591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:55.658772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:55.658814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:55.658842] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:55.662158] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-30T20:26:55.662429] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-30T20:26:55.662555] [INFO ] [sig       ] MKC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:55.804285] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MKC.txt
[2025-12-30T20:26:55.804444] [INFO ] [sig       ] [2054/3539] Completed MKC in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-30T20:26:55.804486] [INFO ] [sig       ] [2055/3539] Forecasting MKL...
[2025-12-30T20:26:55.804516] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-30T20:26:55.804547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-30T20:26:55.815965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-30T20:26:55.816329] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-30T20:26:55.817105] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-30T20:26:55.817157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:55.817188] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:55.817213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:55.817269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:55.874209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:55.875097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:55.875181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:55.875214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:55.991460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:55.991634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:55.991675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:55.991703] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:55.994979] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-30T20:26:55.995252] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-30T20:26:55.995373] [INFO ] [sig       ] MKL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:56.137726] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MKL.txt
[2025-12-30T20:26:56.137865] [INFO ] [sig       ] [2055/3539] Completed MKL in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-30T20:26:56.137905] [INFO ] [sig       ] [2056/3539] Forecasting MKSI...
[2025-12-30T20:26:56.137933] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-30T20:26:56.137964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-30T20:26:56.149840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-30T20:26:56.150153] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-30T20:26:56.150946] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-30T20:26:56.150998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:56.151030] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:56.151058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:56.151119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:56.207516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:56.208186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:56.208266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:56.208298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:56.329180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:56.329351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:56.329392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:56.329421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:56.332890] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-30T20:26:56.333222] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-30T20:26:56.333355] [INFO ] [sig       ] MKSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:56.473293] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MKSI.txt
[2025-12-30T20:26:56.473508] [INFO ] [sig       ] [2056/3539] Completed MKSI in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-30T20:26:56.473551] [INFO ] [sig       ] [2057/3539] Forecasting MKTX...
[2025-12-30T20:26:56.473603] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-30T20:26:56.473636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-30T20:26:56.484962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-30T20:26:56.485291] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-30T20:26:56.486088] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-30T20:26:56.486140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:56.486171] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:56.486197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:56.486254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:56.542445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:56.543304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:56.543388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:56.543420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:56.660514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:56.660685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:56.660725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:56.660753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:56.664042] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-30T20:26:56.664340] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-30T20:26:56.664459] [INFO ] [sig       ] MKTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:56.805607] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MKTX.txt
[2025-12-30T20:26:56.805739] [INFO ] [sig       ] [2057/3539] Completed MKTX in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-30T20:26:56.805779] [INFO ] [sig       ] [2058/3539] Forecasting MLAB...
[2025-12-30T20:26:56.805809] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-30T20:26:56.805839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-30T20:26:56.817025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-30T20:26:56.817325] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-30T20:26:56.818099] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-30T20:26:56.818151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:56.818183] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:56.818209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:56.818266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:56.874155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:56.874806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:56.874889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:56.874920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:56.989454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:56.989625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:56.989667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:56.989696] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:56.992988] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-30T20:26:56.993277] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-30T20:26:56.993399] [INFO ] [sig       ] MLAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:57.140283] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MLAB.txt
[2025-12-30T20:26:57.140427] [INFO ] [sig       ] [2058/3539] Completed MLAB in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:57.140466] [INFO ] [sig       ] [2059/3539] Forecasting MLCO...
[2025-12-30T20:26:57.140495] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-30T20:26:57.140526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-30T20:26:57.152737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-30T20:26:57.153070] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-30T20:26:57.153894] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-30T20:26:57.153946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:57.153978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:57.154004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:57.154061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:57.213059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:57.213786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:57.213873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:57.213906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:57.335517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:57.335696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:57.335742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:57.335773] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:57.339222] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-12-30T20:26:57.339496] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-30T20:26:57.339645] [INFO ] [sig       ] MLCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:57.487407] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MLCO.txt
[2025-12-30T20:26:57.487546] [INFO ] [sig       ] [2059/3539] Completed MLCO in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:57.487602] [INFO ] [sig       ] [2060/3539] Forecasting MLGO...
[2025-12-30T20:26:57.487634] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-30T20:26:57.487662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-30T20:26:57.499301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-30T20:26:57.499593] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-30T20:26:57.500373] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-30T20:26:57.500428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:57.500487] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:57.500517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:57.500594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:57.559313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:57.560079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:57.560163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:57.560197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:57.674236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:57.674409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:57.674452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:57.674481] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:57.677982] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-30T20:26:57.678266] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-30T20:26:57.678396] [INFO ] [sig       ] MLGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:57.823075] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MLGO.txt
[2025-12-30T20:26:57.823234] [INFO ] [sig       ] [2060/3539] Completed MLGO in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:57.823273] [INFO ] [sig       ] [2061/3539] Forecasting MLI...
[2025-12-30T20:26:57.823303] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-30T20:26:57.823333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-30T20:26:57.835204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-30T20:26:57.835720] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-30T20:26:57.836546] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-30T20:26:57.836633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:57.836669] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:57.836696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:57.836754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:57.899711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:57.900408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:57.900493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:57.900527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:58.025988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:58.026154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:58.026197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:58.026227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:58.029799] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-12-30T20:26:58.030103] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-30T20:26:58.030237] [INFO ] [sig       ] MLI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:58.176050] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MLI.txt
[2025-12-30T20:26:58.176186] [INFO ] [sig       ] [2061/3539] Completed MLI in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:58.176226] [INFO ] [sig       ] [2062/3539] Forecasting MLKN...
[2025-12-30T20:26:58.176255] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-30T20:26:58.176286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-30T20:26:58.191273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-30T20:26:58.191603] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-30T20:26:58.192388] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-30T20:26:58.192440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:58.192471] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:58.192497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:58.192554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:58.248812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:58.249538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:58.249635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:58.249668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:58.367756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:58.367911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:58.367952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:58.367980] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:58.371303] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-30T20:26:58.371568] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-30T20:26:58.371706] [INFO ] [sig       ] MLKN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:26:58.511667] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MLKN.txt
[2025-12-30T20:26:58.511793] [INFO ] [sig       ] [2062/3539] Completed MLKN in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:58.511831] [INFO ] [sig       ] [2063/3539] Forecasting MLM...
[2025-12-30T20:26:58.511860] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-30T20:26:58.511890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-30T20:26:58.523015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-30T20:26:58.523274] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-30T20:26:58.524025] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-30T20:26:58.524075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:58.524109] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:58.524137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:58.524195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:58.582004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:58.582880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:58.582962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:58.582992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:58.701518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:58.701673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:58.701720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:58.701793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:58.705057] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-30T20:26:58.705403] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-30T20:26:58.705558] [INFO ] [sig       ] MLM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:58.845664] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MLM.txt
[2025-12-30T20:26:58.845802] [INFO ] [sig       ] [2063/3539] Completed MLM in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:58.845841] [INFO ] [sig       ] [2064/3539] Forecasting MLP...
[2025-12-30T20:26:58.845870] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-30T20:26:58.845901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-30T20:26:58.860012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-30T20:26:58.860453] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-30T20:26:58.861520] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-30T20:26:58.861611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:58.861673] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:58.861713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:58.861799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:58.934040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:58.935080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:58.935173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:58.935206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:59.038969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:59.039129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:59.039174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:59.039202] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:59.042628] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-12-30T20:26:59.042908] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-30T20:26:59.043036] [INFO ] [sig       ] MLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:59.185941] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MLP.txt
[2025-12-30T20:26:59.186109] [INFO ] [sig       ] [2064/3539] Completed MLP in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:59.186162] [INFO ] [sig       ] [2065/3539] Forecasting MLTX...
[2025-12-30T20:26:59.186199] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-30T20:26:59.186235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-30T20:26:59.197711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-30T20:26:59.198026] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-30T20:26:59.198876] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-30T20:26:59.198928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:59.198960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:59.198986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:59.199045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:59.257877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:59.258684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:59.258788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:59.258823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:59.378594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:59.378771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:59.378815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:59.378846] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:59.382292] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-30T20:26:59.382567] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-30T20:26:59.382711] [INFO ] [sig       ] MLTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:59.524735] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MLTX.txt
[2025-12-30T20:26:59.524909] [INFO ] [sig       ] [2065/3539] Completed MLTX in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:59.524952] [INFO ] [sig       ] [2066/3539] Forecasting MLYS...
[2025-12-30T20:26:59.524981] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-30T20:26:59.525012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-30T20:26:59.537206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-30T20:26:59.537538] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-30T20:26:59.538342] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-30T20:26:59.538395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:59.538428] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:59.538456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:59.538515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:59.601041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:59.601915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:59.602001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:59.602034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:26:59.722018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:26:59.722198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:26:59.722250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:26:59.722282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:26:59.726296] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=54.62%)
[2025-12-30T20:26:59.726608] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-30T20:26:59.726746] [INFO ] [sig       ] MLYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:26:59.879776] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MLYS.txt
[2025-12-30T20:26:59.879936] [INFO ] [sig       ] [2066/3539] Completed MLYS in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:26:59.879978] [INFO ] [sig       ] [2067/3539] Forecasting MMC...
[2025-12-30T20:26:59.880010] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-30T20:26:59.880049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-30T20:26:59.893363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-30T20:26:59.893764] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-30T20:26:59.894626] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-30T20:26:59.894681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:26:59.894714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:26:59.894742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:26:59.894800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:26:59.953265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:26:59.954078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:26:59.954167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:26:59.954200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:00.085267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:00.085437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:00.085479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:00.085507] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:00.088886] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2025-12-30T20:27:00.089155] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-30T20:27:00.089277] [INFO ] [sig       ] MMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:00.230028] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MMC.txt
[2025-12-30T20:27:00.230153] [INFO ] [sig       ] [2067/3539] Completed MMC in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:27:00.230200] [INFO ] [sig       ] [2068/3539] Forecasting MMD...
[2025-12-30T20:27:00.230231] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-30T20:27:00.230262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-30T20:27:00.244149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-30T20:27:00.244668] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-30T20:27:00.245422] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-30T20:27:00.245474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:00.245505] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:00.245532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:00.245611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:00.302660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:00.303294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:00.303374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:00.303406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:00.421294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:00.421413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:00.421451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:00.421479] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:00.424737] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-30T20:27:00.425009] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-30T20:27:00.425131] [INFO ] [sig       ] MMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:00.565163] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MMD.txt
[2025-12-30T20:27:00.565282] [INFO ] [sig       ] [2068/3539] Completed MMD in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:27:00.565321] [INFO ] [sig       ] [2069/3539] Forecasting MMLP...
[2025-12-30T20:27:00.565349] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-30T20:27:00.565379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-30T20:27:00.578089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-30T20:27:00.578528] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-30T20:27:00.579381] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-30T20:27:00.579435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:00.579468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:00.579494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:00.579552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:00.636345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:00.637262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:00.637351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:00.637384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:00.751361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:00.751531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:00.751593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:00.751627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:00.755292] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-30T20:27:00.755602] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-30T20:27:00.755755] [INFO ] [sig       ] MMLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:00.901656] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MMLP.txt
[2025-12-30T20:27:00.901815] [INFO ] [sig       ] [2069/3539] Completed MMLP in 0.3s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:27:00.901855] [INFO ] [sig       ] [2070/3539] Forecasting MMS...
[2025-12-30T20:27:00.901886] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-30T20:27:00.901916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-30T20:27:00.914211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-30T20:27:00.914559] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-30T20:27:00.915345] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-30T20:27:00.915397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:00.915428] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:00.915456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:00.915514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:00.975828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:00.976742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:00.976868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:00.976903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:01.102452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:01.102642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:01.102687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:01.102717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:01.106364] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-30T20:27:01.106685] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-30T20:27:01.106848] [INFO ] [sig       ] MMS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:01.256609] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MMS.txt
[2025-12-30T20:27:01.256808] [INFO ] [sig       ] [2070/3539] Completed MMS in 0.4s | 2.89 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-30T20:27:01.256851] [INFO ] [sig       ] [2071/3539] Forecasting MMSI...
[2025-12-30T20:27:01.256881] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-30T20:27:01.256911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-30T20:27:01.269262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-30T20:27:01.269719] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-30T20:27:01.270602] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-30T20:27:01.270661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:01.270694] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:01.270723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:01.270782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:01.331470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:01.332444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:01.332550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:01.332608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:01.459717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:01.459889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:01.459931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:01.459981] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:01.463482] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-30T20:27:01.463810] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-30T20:27:01.463946] [INFO ] [sig       ] MMSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:01.628755] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MMSI.txt
[2025-12-30T20:27:01.628924] [INFO ] [sig       ] [2071/3539] Completed MMSI in 0.4s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-30T20:27:01.628966] [INFO ] [sig       ] [2072/3539] Forecasting MNDO...
[2025-12-30T20:27:01.628997] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-30T20:27:01.629029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-30T20:27:01.641738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-30T20:27:01.642063] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-30T20:27:01.642839] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-30T20:27:01.642891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:01.642922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:01.642948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:01.643014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:01.701377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:01.702164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:01.702249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:01.702281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:01.821835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:01.822008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:01.822056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:01.822085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:01.825606] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-30T20:27:01.825901] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-30T20:27:01.826029] [INFO ] [sig       ] MNDO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:01.973865] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MNDO.txt
[2025-12-30T20:27:01.974017] [INFO ] [sig       ] [2072/3539] Completed MNDO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-30T20:27:01.974062] [INFO ] [sig       ] [2073/3539] Forecasting MNDY...
[2025-12-30T20:27:01.974126] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-30T20:27:01.974163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-30T20:27:01.987272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-30T20:27:01.987674] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-30T20:27:01.988428] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-30T20:27:01.988480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:01.988512] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:01.988539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:01.988621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:02.047314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:02.048193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:02.048295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:02.048328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:02.171541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:02.171720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:02.171762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:02.171792] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:02.175205] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-30T20:27:02.175486] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-30T20:27:02.175640] [INFO ] [sig       ] MNDY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:02.318990] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MNDY.txt
[2025-12-30T20:27:02.319161] [INFO ] [sig       ] [2073/3539] Completed MNDY in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-30T20:27:02.319204] [INFO ] [sig       ] [2074/3539] Forecasting MNKD...
[2025-12-30T20:27:02.319234] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-30T20:27:02.319265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-30T20:27:02.330873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-30T20:27:02.331223] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-30T20:27:02.332018] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-30T20:27:02.332072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:02.332104] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:02.332131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:02.332190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:02.392012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:02.392873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:02.392961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:02.392994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:02.518266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:02.518428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:02.518469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:02.518498] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:02.522047] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-30T20:27:02.522352] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-30T20:27:02.522486] [INFO ] [sig       ] MNKD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:02.674104] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MNKD.txt
[2025-12-30T20:27:02.674274] [INFO ] [sig       ] [2074/3539] Completed MNKD in 0.4s | 2.89 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-30T20:27:02.674322] [INFO ] [sig       ] [2075/3539] Forecasting MNMD...
[2025-12-30T20:27:02.674352] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-30T20:27:02.674383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-30T20:27:02.686510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-30T20:27:02.686968] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-30T20:27:02.687838] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-30T20:27:02.687893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:02.687939] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:02.687968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:02.688027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:02.747465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:02.748372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:02.748460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:02.748493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:02.873855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:02.874014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:02.874054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:02.874082] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:02.877433] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-30T20:27:02.877759] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-30T20:27:02.877889] [INFO ] [sig       ] MNMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:03.019870] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MNMD.txt
[2025-12-30T20:27:03.020031] [INFO ] [sig       ] [2075/3539] Completed MNMD in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:03.020077] [INFO ] [sig       ] [2076/3539] Forecasting MNRO...
[2025-12-30T20:27:03.020113] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-30T20:27:03.020146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-30T20:27:03.031718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-30T20:27:03.032076] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-30T20:27:03.032863] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-30T20:27:03.032917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:03.032950] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:03.032977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:03.033034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:03.091984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:03.092841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:03.092930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:03.092962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:03.215542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:03.215781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:03.215827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:03.215857] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:03.219212] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-12-30T20:27:03.219479] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-30T20:27:03.219628] [INFO ] [sig       ] MNRO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:03.361629] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MNRO.txt
[2025-12-30T20:27:03.361788] [INFO ] [sig       ] [2076/3539] Completed MNRO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:03.361829] [INFO ] [sig       ] [2077/3539] Forecasting MNSO...
[2025-12-30T20:27:03.361860] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-30T20:27:03.361891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-30T20:27:03.373308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-30T20:27:03.373691] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-30T20:27:03.374458] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-30T20:27:03.374509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:03.374566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:03.374616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:03.374673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:03.434555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:03.435397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:03.435481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:03.435515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:03.553194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:03.553356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:03.553399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:03.553429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:03.556853] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-30T20:27:03.557123] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-30T20:27:03.557250] [INFO ] [sig       ] MNSO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:03.698620] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MNSO.txt
[2025-12-30T20:27:03.698800] [INFO ] [sig       ] [2077/3539] Completed MNSO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:03.698843] [INFO ] [sig       ] [2078/3539] Forecasting MNTK...
[2025-12-30T20:27:03.698873] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-30T20:27:03.698905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-30T20:27:03.711305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-30T20:27:03.711669] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-30T20:27:03.712438] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-30T20:27:03.712492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:03.712524] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:03.712552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:03.712647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:03.771377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:03.772231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:03.772324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:03.772358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:03.888093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:03.888254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:03.888299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:03.888330] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:03.891819] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-30T20:27:03.892091] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-30T20:27:03.892219] [INFO ] [sig       ] MNTK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:04.033259] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MNTK.txt
[2025-12-30T20:27:04.033413] [INFO ] [sig       ] [2078/3539] Completed MNTK in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:04.033453] [INFO ] [sig       ] [2079/3539] Forecasting MNY...
[2025-12-30T20:27:04.033489] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-30T20:27:04.033521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-30T20:27:04.045366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-30T20:27:04.045724] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-30T20:27:04.046480] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-30T20:27:04.046532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:04.046564] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:04.046612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:04.046669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:04.104520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:04.105378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:04.105470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:04.105504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:04.219487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:04.219666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:04.219708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:04.219737] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:04.223034] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-30T20:27:04.223305] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-30T20:27:04.223429] [INFO ] [sig       ] MNY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:04.367689] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MNY.txt
[2025-12-30T20:27:04.367831] [INFO ] [sig       ] [2079/3539] Completed MNY in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:04.367870] [INFO ] [sig       ] [2080/3539] Forecasting MOD...
[2025-12-30T20:27:04.367899] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-30T20:27:04.367929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-30T20:27:04.382929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-30T20:27:04.383240] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-30T20:27:04.384073] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-30T20:27:04.384125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:04.384156] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:04.384182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:04.384239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:04.441013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:04.441610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:04.441687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:04.441719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:04.560415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:04.560546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:04.560599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:04.560658] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:04.563920] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-30T20:27:04.564185] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-30T20:27:04.564321] [INFO ] [sig       ] MOD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:04.703019] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MOD.txt
[2025-12-30T20:27:04.703139] [INFO ] [sig       ] [2080/3539] Completed MOD in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:04.703179] [INFO ] [sig       ] [2081/3539] Forecasting MODG...
[2025-12-30T20:27:04.703207] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-30T20:27:04.703239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-30T20:27:04.715260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-30T20:27:04.715636] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-30T20:27:04.716448] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-30T20:27:04.716502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:04.716534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:04.716561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:04.716646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:04.772503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:04.773178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:04.773262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:04.773295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:04.890227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:04.890398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:04.890440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:04.890468] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:04.893841] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-12-30T20:27:04.894115] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-30T20:27:04.894239] [INFO ] [sig       ] MODG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:05.034775] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MODG.txt
[2025-12-30T20:27:05.034914] [INFO ] [sig       ] [2081/3539] Completed MODG in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:05.034955] [INFO ] [sig       ] [2082/3539] Forecasting MODL...
[2025-12-30T20:27:05.034983] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-30T20:27:05.035013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-30T20:27:05.048311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-30T20:27:05.048820] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-30T20:27:05.049595] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-30T20:27:05.049647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:05.049678] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:05.049705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:05.049768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:05.109490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:05.110274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:05.110360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:05.110391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:05.230237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:05.230399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:05.230441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:05.230487] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:05.233849] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2025-12-30T20:27:05.234115] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-30T20:27:05.234236] [INFO ] [sig       ] MODL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:05.372823] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MODL.txt
[2025-12-30T20:27:05.372982] [INFO ] [sig       ] [2082/3539] Completed MODL in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:05.373024] [INFO ] [sig       ] [2083/3539] Forecasting MOFG...
[2025-12-30T20:27:05.373053] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-30T20:27:05.373085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-30T20:27:05.384683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-30T20:27:05.385059] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-30T20:27:05.385843] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-30T20:27:05.385895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:05.385927] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:05.385954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:05.386010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:05.442985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:05.443921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:05.444012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:05.444046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:05.559155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:05.559312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:05.559354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:05.559382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:05.562713] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-12-30T20:27:05.562997] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-30T20:27:05.563123] [INFO ] [sig       ] MOFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:05.708844] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MOFG.txt
[2025-12-30T20:27:05.709036] [INFO ] [sig       ] [2083/3539] Completed MOFG in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:05.709077] [INFO ] [sig       ] [2084/3539] Forecasting MOGO...
[2025-12-30T20:27:05.709109] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-30T20:27:05.709139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-30T20:27:05.720854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-30T20:27:05.721197] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-30T20:27:05.722005] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-30T20:27:05.722057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:05.722089] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:05.722116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:05.722173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:05.778131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:05.778896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:05.778979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:05.779037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:05.894016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:05.894184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:05.894226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:05.894255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:05.897764] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-30T20:27:05.898088] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-30T20:27:05.898219] [INFO ] [sig       ] MOGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:06.045268] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MOGO.txt
[2025-12-30T20:27:06.045430] [INFO ] [sig       ] [2084/3539] Completed MOGO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:06.045472] [INFO ] [sig       ] [2085/3539] Forecasting MOH...
[2025-12-30T20:27:06.045711] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-30T20:27:06.045755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-30T20:27:06.058770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-30T20:27:06.059171] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-30T20:27:06.060049] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-30T20:27:06.060104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:06.060135] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:06.060160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:06.060218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:06.120562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:06.121478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:06.121612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:06.121649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:06.242814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:06.243015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:06.243074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:06.243113] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:06.247966] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-30T20:27:06.248397] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-30T20:27:06.248592] [INFO ] [sig       ] MOH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:06.392906] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MOH.txt
[2025-12-30T20:27:06.393072] [INFO ] [sig       ] [2085/3539] Completed MOH in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:06.393112] [INFO ] [sig       ] [2086/3539] Forecasting MOMO...
[2025-12-30T20:27:06.393145] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-30T20:27:06.393176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-30T20:27:06.405869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-30T20:27:06.406235] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-30T20:27:06.407201] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-30T20:27:06.407254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:06.407289] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:06.407315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:06.407387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:06.465718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:06.466525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:06.466625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:06.466659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:06.588070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:06.588230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:06.588270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:06.588297] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:06.591663] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-30T20:27:06.591937] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-30T20:27:06.592060] [INFO ] [sig       ] MOMO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:06.731021] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MOMO.txt
[2025-12-30T20:27:06.731149] [INFO ] [sig       ] [2086/3539] Completed MOMO in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:06.731189] [INFO ] [sig       ] [2087/3539] Forecasting MORN...
[2025-12-30T20:27:06.731218] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-30T20:27:06.731248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-30T20:27:06.742204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-30T20:27:06.742514] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-30T20:27:06.743358] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-30T20:27:06.743412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:06.743444] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:06.743473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:06.743531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:06.801692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:06.802292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:06.802405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:06.802438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:06.923259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:06.923414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:06.923454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:06.923483] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:06.926848] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-30T20:27:06.927154] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-30T20:27:06.927292] [INFO ] [sig       ] MORN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:07.070443] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MORN.txt
[2025-12-30T20:27:07.070622] [INFO ] [sig       ] [2087/3539] Completed MORN in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:07.070666] [INFO ] [sig       ] [2088/3539] Forecasting MOS...
[2025-12-30T20:27:07.070695] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-30T20:27:07.070726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-30T20:27:07.082527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-30T20:27:07.082951] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-30T20:27:07.083807] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-30T20:27:07.083873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:07.083906] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:07.083934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:07.083997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:07.141705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:07.142527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:07.142628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:07.142662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:07.262828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:07.262980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:07.263019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:07.263049] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:07.266343] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-30T20:27:07.266628] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-30T20:27:07.266748] [INFO ] [sig       ] MOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:07.408653] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MOS.txt
[2025-12-30T20:27:07.408833] [INFO ] [sig       ] [2088/3539] Completed MOS in 0.3s | 2.89 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-30T20:27:07.408876] [INFO ] [sig       ] [2089/3539] Forecasting MP...
[2025-12-30T20:27:07.408905] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-30T20:27:07.408939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-30T20:27:07.420603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-30T20:27:07.420937] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-30T20:27:07.421792] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-30T20:27:07.421845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:07.421877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:07.421904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:07.421962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:07.483332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:07.484101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:07.484188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:07.484220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:07.601533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:07.601717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:07.601765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:07.601795] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:07.605259] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-12-30T20:27:07.605551] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-30T20:27:07.605705] [INFO ] [sig       ] MP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:07.746312] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MP.txt
[2025-12-30T20:27:07.746444] [INFO ] [sig       ] [2089/3539] Completed MP in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-30T20:27:07.746483] [INFO ] [sig       ] [2090/3539] Forecasting MPA...
[2025-12-30T20:27:07.746512] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-30T20:27:07.746550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-30T20:27:07.759417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-30T20:27:07.759736] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-30T20:27:07.760953] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-30T20:27:07.761006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:07.761039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:07.761065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:07.761129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:07.821249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:07.821921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:07.822002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:07.822033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:07.931038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:07.931187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:07.931227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:07.931256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:07.934591] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-30T20:27:07.934864] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-30T20:27:07.934982] [INFO ] [sig       ] MPA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:08.075960] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MPA.txt
[2025-12-30T20:27:08.076122] [INFO ] [sig       ] [2090/3539] Completed MPA in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-30T20:27:08.076188] [INFO ] [sig       ] [2091/3539] Forecasting MPAA...
[2025-12-30T20:27:08.076227] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-30T20:27:08.076268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-30T20:27:08.088032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-30T20:27:08.088351] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-30T20:27:08.089202] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-30T20:27:08.089256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:08.089289] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:08.089317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:08.089375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:08.146660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:08.147325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:08.147411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:08.147443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:08.273063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:08.273236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:08.273285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:08.273313] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:08.276753] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-30T20:27:08.277023] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-30T20:27:08.277143] [INFO ] [sig       ] MPAA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:08.418486] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MPAA.txt
[2025-12-30T20:27:08.418665] [INFO ] [sig       ] [2091/3539] Completed MPAA in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-30T20:27:08.418710] [INFO ] [sig       ] [2092/3539] Forecasting MPB...
[2025-12-30T20:27:08.418767] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-30T20:27:08.418800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-30T20:27:08.430421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-30T20:27:08.430818] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-30T20:27:08.431699] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-30T20:27:08.431754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:08.431786] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:08.431814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:08.431874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:08.489307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:08.490142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:08.490227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:08.490259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:08.605307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:08.605449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:08.605489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:08.605517] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:08.608830] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-30T20:27:08.609095] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-30T20:27:08.609213] [INFO ] [sig       ] MPB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:08.750233] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MPB.txt
[2025-12-30T20:27:08.750360] [INFO ] [sig       ] [2092/3539] Completed MPB in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:08.750398] [INFO ] [sig       ] [2093/3539] Forecasting MPC...
[2025-12-30T20:27:08.750428] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-30T20:27:08.750457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-30T20:27:08.762210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-30T20:27:08.762512] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-30T20:27:08.763324] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-30T20:27:08.763377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:08.763410] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:08.763438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:08.763496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:08.821448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:08.822126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:08.822208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:08.822240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:08.946910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:08.947094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:08.947139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:08.947170] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:08.950660] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-30T20:27:08.950948] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-30T20:27:08.951068] [INFO ] [sig       ] MPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:09.092094] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MPC.txt
[2025-12-30T20:27:09.092228] [INFO ] [sig       ] [2093/3539] Completed MPC in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:09.092268] [INFO ] [sig       ] [2094/3539] Forecasting MPX...
[2025-12-30T20:27:09.092297] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-30T20:27:09.092328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-30T20:27:09.103370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-30T20:27:09.103678] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-30T20:27:09.104444] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-30T20:27:09.104496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:09.104553] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:09.104613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:09.104690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:09.164012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:09.164866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:09.164956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:09.164992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:09.278671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:09.278856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:09.278899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:09.278928] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:09.282411] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-30T20:27:09.282714] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-30T20:27:09.282842] [INFO ] [sig       ] MPX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:09.425835] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MPX.txt
[2025-12-30T20:27:09.425968] [INFO ] [sig       ] [2094/3539] Completed MPX in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:09.426007] [INFO ] [sig       ] [2095/3539] Forecasting MQ...
[2025-12-30T20:27:09.426036] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-30T20:27:09.426065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-30T20:27:09.437266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-30T20:27:09.437567] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-30T20:27:09.438385] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-30T20:27:09.438438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:09.438471] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:09.438498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:09.438556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:09.496752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:09.497608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:09.497693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:09.497727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:09.617816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:09.617973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:09.618033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:09.618064] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:09.621510] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-30T20:27:09.621816] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-30T20:27:09.621945] [INFO ] [sig       ] MQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:09.821762] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MQ.txt
[2025-12-30T20:27:09.821912] [INFO ] [sig       ] [2095/3539] Completed MQ in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:09.821958] [INFO ] [sig       ] [2096/3539] Forecasting MQY...
[2025-12-30T20:27:09.822000] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-30T20:27:09.822037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-30T20:27:09.834829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-30T20:27:09.835202] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-30T20:27:09.836012] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-30T20:27:09.836066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:09.836099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:09.836126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:09.836186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:09.894536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:09.895369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:09.895450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:09.895483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:10.013056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:10.013212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:10.013253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:10.013282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:10.016563] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-30T20:27:10.016865] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-30T20:27:10.016992] [INFO ] [sig       ] MQY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:10.158242] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MQY.txt
[2025-12-30T20:27:10.158394] [INFO ] [sig       ] [2096/3539] Completed MQY in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:10.158434] [INFO ] [sig       ] [2097/3539] Forecasting MRAM...
[2025-12-30T20:27:10.158463] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-30T20:27:10.158495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-30T20:27:10.171132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-30T20:27:10.171663] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-30T20:27:10.172816] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-30T20:27:10.172883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:10.172929] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:10.172969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:10.173054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:10.244176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:10.245068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:10.245155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:10.245187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:10.368657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:10.368851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:10.368899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:10.368934] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:10.372595] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-30T20:27:10.372920] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-30T20:27:10.373062] [INFO ] [sig       ] MRAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:10.515071] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRAM.txt
[2025-12-30T20:27:10.515219] [INFO ] [sig       ] [2097/3539] Completed MRAM in 0.4s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:10.515259] [INFO ] [sig       ] [2098/3539] Forecasting MRBK...
[2025-12-30T20:27:10.515289] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-30T20:27:10.515320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-30T20:27:10.527139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-30T20:27:10.527399] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-30T20:27:10.528296] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-30T20:27:10.528349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:10.528380] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:10.528406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:10.528462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:10.585042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:10.585949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:10.586037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:10.586069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:10.700002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:10.700153] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:27:10.700194] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:10.700222] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:10.703510] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-12-30T20:27:10.703799] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-30T20:27:10.703924] [INFO ] [sig       ] MRBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:10.844630] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MRBK.txt
[2025-12-30T20:27:10.844789] [INFO ] [sig       ] [2098/3539] Completed MRBK in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:10.844828] [INFO ] [sig       ] [2099/3539] Forecasting MRCC...
[2025-12-30T20:27:10.844859] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-30T20:27:10.844889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-30T20:27:10.856964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-30T20:27:10.857344] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-30T20:27:10.858159] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-30T20:27:10.858212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:10.858257] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:10.858286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:10.858344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:10.916967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:10.917833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:10.917919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:10.917952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:11.039521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:11.039733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:11.039777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:11.039807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:11.043277] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-30T20:27:11.043623] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-30T20:27:11.043760] [INFO ] [sig       ] MRCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:11.188483] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRCC.txt
[2025-12-30T20:27:11.188662] [INFO ] [sig       ] [2099/3539] Completed MRCC in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:11.188707] [INFO ] [sig       ] [2100/3539] Forecasting MRCY...
[2025-12-30T20:27:11.188754] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-30T20:27:11.188787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-30T20:27:11.201056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-30T20:27:11.201410] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-30T20:27:11.202199] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-30T20:27:11.202252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:11.202283] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:11.202309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:11.202367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:11.259462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:11.260314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:11.260396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:11.260429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:11.381358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:11.381518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:11.381769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:11.381799] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:11.385291] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-30T20:27:11.385587] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-30T20:27:11.385719] [INFO ] [sig       ] MRCY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:11.531221] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRCY.txt
[2025-12-30T20:27:11.531358] [INFO ] [sig       ] [2100/3539] Completed MRCY in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:11.531399] [INFO ] [sig       ] [2101/3539] Forecasting MRK...
[2025-12-30T20:27:11.531428] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-30T20:27:11.531458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-30T20:27:11.542843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-30T20:27:11.543236] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-30T20:27:11.544017] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-30T20:27:11.544071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:11.544102] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:11.544129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:11.544186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:11.601411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:11.602234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:11.602316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:11.602348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:11.726609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:11.726773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:11.726813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:11.726841] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:11.730244] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-30T20:27:11.730536] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-30T20:27:11.730682] [INFO ] [sig       ] MRK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:11.874134] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MRK.txt
[2025-12-30T20:27:11.874286] [INFO ] [sig       ] [2101/3539] Completed MRK in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:11.874328] [INFO ] [sig       ] [2102/3539] Forecasting MRM...
[2025-12-30T20:27:11.874357] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-30T20:27:11.874387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-30T20:27:11.885505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-30T20:27:11.885778] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-30T20:27:11.886517] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-30T20:27:11.886568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:11.886623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:11.886649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:11.886706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:11.949489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:11.950373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:11.950461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:11.950494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:12.068406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:12.068558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:12.068618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:12.068649] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:12.072047] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-30T20:27:12.072320] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-30T20:27:12.072444] [INFO ] [sig       ] MRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:12.219106] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MRM.txt
[2025-12-30T20:27:12.219414] [INFO ] [sig       ] [2102/3539] Completed MRM in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:12.219459] [INFO ] [sig       ] [2103/3539] Forecasting MRNA...
[2025-12-30T20:27:12.219497] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-30T20:27:12.219531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-30T20:27:12.231930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-30T20:27:12.232301] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-30T20:27:12.233100] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-30T20:27:12.233152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:12.233183] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:12.233209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:12.233266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:12.289425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:12.290292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:12.290376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:12.290411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:12.408318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:12.408475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:12.408516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:12.408543] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:12.412010] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-30T20:27:12.412290] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-30T20:27:12.412417] [INFO ] [sig       ] MRNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:12.552124] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRNA.txt
[2025-12-30T20:27:12.552275] [INFO ] [sig       ] [2103/3539] Completed MRNA in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:12.552317] [INFO ] [sig       ] [2104/3539] Forecasting MRSN...
[2025-12-30T20:27:12.552346] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-30T20:27:12.552377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-30T20:27:12.563992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-30T20:27:12.564334] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-30T20:27:12.565130] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-30T20:27:12.565189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:12.565232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:12.565262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:12.565320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:12.622877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:12.623732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:12.623844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:12.623877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:12.744259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:12.744417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:12.744460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:12.744489] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:12.747887] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-30T20:27:12.748193] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-30T20:27:12.748324] [INFO ] [sig       ] MRSN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:12.890918] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRSN.txt
[2025-12-30T20:27:12.891081] [INFO ] [sig       ] [2104/3539] Completed MRSN in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:12.891123] [INFO ] [sig       ] [2105/3539] Forecasting MRTN...
[2025-12-30T20:27:12.891153] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-30T20:27:12.891183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-30T20:27:12.902966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-30T20:27:12.903337] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-30T20:27:12.904147] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-30T20:27:12.904201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:12.904233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:12.904259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:12.904317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:12.961670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:12.962535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:12.962643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:12.962678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:13.078656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:13.078831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:13.078871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:13.078899] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:13.082235] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-30T20:27:13.082525] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-30T20:27:13.082674] [INFO ] [sig       ] MRTN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:13.225068] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRTN.txt
[2025-12-30T20:27:13.225225] [INFO ] [sig       ] [2105/3539] Completed MRTN in 0.3s | 2.89 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-30T20:27:13.225265] [INFO ] [sig       ] [2106/3539] Forecasting MRVI...
[2025-12-30T20:27:13.225293] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-30T20:27:13.225323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-30T20:27:13.237902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-30T20:27:13.238316] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-30T20:27:13.239162] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-30T20:27:13.239216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:13.239247] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:13.239273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:13.239330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:13.297300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:13.298198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:13.298286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:13.298321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:13.420290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:13.420451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:13.420496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:13.420542] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:13.424019] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-30T20:27:13.424298] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-30T20:27:13.424423] [INFO ] [sig       ] MRVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:13.567413] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MRVI.txt
[2025-12-30T20:27:13.567603] [INFO ] [sig       ] [2106/3539] Completed MRVI in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-30T20:27:13.567644] [INFO ] [sig       ] [2107/3539] Forecasting MRVL...
[2025-12-30T20:27:13.567674] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-30T20:27:13.567705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-30T20:27:13.579626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-30T20:27:13.580015] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-30T20:27:13.580849] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-30T20:27:13.580904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:13.580937] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:13.580963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:13.581020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:13.637199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:13.638036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:13.638118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:13.638151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:13.751480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:13.751660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:13.751700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:13.751729] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:13.755030] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-30T20:27:13.755298] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-30T20:27:13.755419] [INFO ] [sig       ] MRVL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:13.893568] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MRVL.txt
[2025-12-30T20:27:13.893748] [INFO ] [sig       ] [2107/3539] Completed MRVL in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-30T20:27:13.893788] [INFO ] [sig       ] [2108/3539] Forecasting MRX...
[2025-12-30T20:27:13.893819] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-30T20:27:13.893849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-30T20:27:13.907511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-30T20:27:13.908017] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-30T20:27:13.908980] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-30T20:27:13.909035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:13.909070] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:13.909098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:13.909160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:13.966851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:13.967792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:13.967890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:13.967947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:14.087050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:14.087295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:14.087343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:14.087374] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:14.091382] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-30T20:27:14.091818] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-30T20:27:14.091993] [INFO ] [sig       ] MRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:14.252317] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MRX.txt
[2025-12-30T20:27:14.252521] [INFO ] [sig       ] [2108/3539] Completed MRX in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-30T20:27:14.252564] [INFO ] [sig       ] [2109/3539] Forecasting MS...
[2025-12-30T20:27:14.252618] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-30T20:27:14.252652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-30T20:27:14.266233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-30T20:27:14.266820] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-30T20:27:14.267788] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-30T20:27:14.267845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:14.267879] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:14.267909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:14.267969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:14.328014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:14.329199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:14.329296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:14.329333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:14.457284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:14.457525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:14.457595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:14.457628] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:14.461351] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-30T20:27:14.461667] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-30T20:27:14.461802] [INFO ] [sig       ] MS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:14.609654] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MS.txt
[2025-12-30T20:27:14.609889] [INFO ] [sig       ] [2109/3539] Completed MS in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-30T20:27:14.609934] [INFO ] [sig       ] [2110/3539] Forecasting MSA...
[2025-12-30T20:27:14.609974] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-30T20:27:14.610008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-30T20:27:14.625129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-30T20:27:14.625875] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-30T20:27:14.627187] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-30T20:27:14.627244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:14.627278] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:14.627323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:14.627387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:14.688601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:14.689777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:14.689881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:14.689915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:14.814030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:14.814290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:14.814344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:14.814382] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:14.818304] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-30T20:27:14.818637] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-30T20:27:14.818802] [INFO ] [sig       ] MSA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:14.971595] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSA.txt
[2025-12-30T20:27:14.971801] [INFO ] [sig       ] [2110/3539] Completed MSA in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:14.971844] [INFO ] [sig       ] [2111/3539] Forecasting MSB...
[2025-12-30T20:27:14.971874] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-30T20:27:14.971908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-30T20:27:14.984849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-30T20:27:14.985279] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-30T20:27:14.986169] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-30T20:27:14.986223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:14.986288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:14.986316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:14.986375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:15.046612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:15.047892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:15.047991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:15.048026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:15.182465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:15.182714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:15.182761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:15.182790] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:15.186569] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-30T20:27:15.186889] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-30T20:27:15.187199] [INFO ] [sig       ] MSB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:15.335728] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSB.txt
[2025-12-30T20:27:15.335940] [INFO ] [sig       ] [2111/3539] Completed MSB in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:15.335985] [INFO ] [sig       ] [2112/3539] Forecasting MSBI...
[2025-12-30T20:27:15.336016] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-30T20:27:15.336048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-30T20:27:15.349532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-30T20:27:15.350087] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-30T20:27:15.351142] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-30T20:27:15.351200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:15.351234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:15.351262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:15.351329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:15.410590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:15.411764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:15.411879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:15.411922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:15.538465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:15.538707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:15.538772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:15.538804] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:15.542625] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-30T20:27:15.542930] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-30T20:27:15.543068] [INFO ] [sig       ] MSBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:15.694029] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSBI.txt
[2025-12-30T20:27:15.694233] [INFO ] [sig       ] [2112/3539] Completed MSBI in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:15.694286] [INFO ] [sig       ] [2113/3539] Forecasting MSCI...
[2025-12-30T20:27:15.694317] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-30T20:27:15.694349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-30T20:27:15.707463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-30T20:27:15.708043] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-30T20:27:15.709065] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-30T20:27:15.709123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:15.709156] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:15.709183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:15.709254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:15.768473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:15.769691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:15.769790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:15.769823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:15.890343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:15.890589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:15.890637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:15.890666] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:15.894532] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=21.20%)
[2025-12-30T20:27:15.894916] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-30T20:27:15.895068] [INFO ] [sig       ] MSCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:16.048296] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSCI.txt
[2025-12-30T20:27:16.048521] [INFO ] [sig       ] [2113/3539] Completed MSCI in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:16.048565] [INFO ] [sig       ] [2114/3539] Forecasting MSD...
[2025-12-30T20:27:16.048613] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-30T20:27:16.048655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-30T20:27:16.062924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-30T20:27:16.063502] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-30T20:27:16.064704] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-30T20:27:16.064951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:16.064983] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:16.065009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:16.065076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:16.123635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:16.124726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:16.124824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:16.124859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:16.246543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:16.246778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:16.246827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:16.246897] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:16.251469] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-30T20:27:16.251815] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-30T20:27:16.251950] [INFO ] [sig       ] MSD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:16.407682] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSD.txt
[2025-12-30T20:27:16.407871] [INFO ] [sig       ] [2114/3539] Completed MSD in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:16.407913] [INFO ] [sig       ] [2115/3539] Forecasting MSEX...
[2025-12-30T20:27:16.407944] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-30T20:27:16.407976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-30T20:27:16.421407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-30T20:27:16.421868] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-30T20:27:16.422775] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-30T20:27:16.422830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:16.422864] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:16.422890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:16.422951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:16.483423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:16.484561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:16.484721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:16.484757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:16.606058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:16.606291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:16.606339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:16.606368] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:16.610771] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-12-30T20:27:16.611225] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-30T20:27:16.611393] [INFO ] [sig       ] MSEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:16.769496] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSEX.txt
[2025-12-30T20:27:16.769695] [INFO ] [sig       ] [2115/3539] Completed MSEX in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:16.769741] [INFO ] [sig       ] [2116/3539] Forecasting MSFD...
[2025-12-30T20:27:16.769774] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-30T20:27:16.769807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-30T20:27:16.783508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-30T20:27:16.783906] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-30T20:27:16.784819] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-30T20:27:16.784873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:16.784906] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:16.784933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:16.784994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:16.845593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:16.846331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:16.846423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:16.846458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:16.966044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:16.966276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:16.966326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:16.966357] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:16.970431] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-30T20:27:16.970771] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-30T20:27:16.970915] [INFO ] [sig       ] MSFD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:17.127071] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MSFD.txt
[2025-12-30T20:27:17.127277] [INFO ] [sig       ] [2116/3539] Completed MSFD in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:17.127321] [INFO ] [sig       ] [2117/3539] Forecasting MSFL...
[2025-12-30T20:27:17.127353] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-30T20:27:17.127388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-30T20:27:17.140911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-30T20:27:17.141401] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-30T20:27:17.142297] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-30T20:27:17.142350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:17.142381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:17.142406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:17.142464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:17.199500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:17.200442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:17.200538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:17.200588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:17.325453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:17.325678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:17.325721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:17.325750] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:17.329466] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=53.95%)
[2025-12-30T20:27:17.329778] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-30T20:27:17.329906] [INFO ] [sig       ] MSFL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:17.477849] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MSFL.txt
[2025-12-30T20:27:17.478049] [INFO ] [sig       ] [2117/3539] Completed MSFL in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:17.478094] [INFO ] [sig       ] [2118/3539] Forecasting MSGE...
[2025-12-30T20:27:17.478127] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-30T20:27:17.478161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-30T20:27:17.491988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-30T20:27:17.492408] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-30T20:27:17.493316] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-30T20:27:17.493370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:17.493408] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:17.493434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:17.493492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:17.553934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:17.555068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:17.555207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:17.555245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:17.678104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:17.678337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:17.678388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:17.678418] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:17.682454] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-30T20:27:17.682797] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-30T20:27:17.682940] [INFO ] [sig       ] MSGE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:17.837826] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSGE.txt
[2025-12-30T20:27:17.838035] [INFO ] [sig       ] [2118/3539] Completed MSGE in 0.4s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:17.838087] [INFO ] [sig       ] [2119/3539] Forecasting MSGM...
[2025-12-30T20:27:17.838127] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-30T20:27:17.838164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-30T20:27:17.851653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-30T20:27:17.852225] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-30T20:27:17.853161] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-30T20:27:17.853218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:17.853253] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:17.853281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:17.853343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:17.913146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:17.914434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:17.914558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:17.914617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:18.030393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:18.030638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:18.030696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:18.030728] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:18.034592] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-30T20:27:18.034905] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-30T20:27:18.035044] [INFO ] [sig       ] MSGM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:18.186925] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSGM.txt
[2025-12-30T20:27:18.187149] [INFO ] [sig       ] [2119/3539] Completed MSGM in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:18.187200] [INFO ] [sig       ] [2120/3539] Forecasting MSGS...
[2025-12-30T20:27:18.187233] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-30T20:27:18.187266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-30T20:27:18.201253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-30T20:27:18.201724] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-30T20:27:18.202625] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-30T20:27:18.202679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:18.202712] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:18.202740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:18.202808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:18.262109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:18.263249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:18.263346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:18.263394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:18.383938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:18.384169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:18.384216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:18.384245] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:18.388120] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2025-12-30T20:27:18.388445] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-30T20:27:18.388595] [INFO ] [sig       ] MSGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:18.533186] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MSGS.txt
[2025-12-30T20:27:18.533375] [INFO ] [sig       ] [2120/3539] Completed MSGS in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:18.533418] [INFO ] [sig       ] [2121/3539] Forecasting MSI...
[2025-12-30T20:27:18.533449] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-30T20:27:18.533481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-30T20:27:18.546625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-30T20:27:18.547153] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-30T20:27:18.548146] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-30T20:27:18.548201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:18.548232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:18.548260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:18.548318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:18.606481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:18.607606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:18.607767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:18.607806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:18.729818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:18.730042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:18.730089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:18.730118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:18.733920] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-30T20:27:18.734228] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-30T20:27:18.734360] [INFO ] [sig       ] MSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:18.879334] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MSI.txt
[2025-12-30T20:27:18.879545] [INFO ] [sig       ] [2121/3539] Completed MSI in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:18.879612] [INFO ] [sig       ] [2122/3539] Forecasting MSM...
[2025-12-30T20:27:18.879648] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-30T20:27:18.879680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-30T20:27:18.892859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-30T20:27:18.893341] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-30T20:27:18.894441] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-30T20:27:18.894498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:18.894531] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:18.894558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:18.894646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:18.954370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:18.955407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:18.955504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:18.955537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:19.071805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:19.071977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:19.072017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:19.072045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:19.075429] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-30T20:27:19.075729] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-30T20:27:19.075855] [INFO ] [sig       ] MSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:19.218052] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSM.txt
[2025-12-30T20:27:19.218212] [INFO ] [sig       ] [2122/3539] Completed MSM in 0.3s | 2.89 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-30T20:27:19.218253] [INFO ] [sig       ] [2123/3539] Forecasting MSTX...
[2025-12-30T20:27:19.218283] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-30T20:27:19.218314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-30T20:27:19.229953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-30T20:27:19.230334] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-30T20:27:19.231141] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-30T20:27:19.231209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:19.231241] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:19.231268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:19.231325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:19.298996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:19.299884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:19.299974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:19.300007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:19.420326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:19.420490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:19.420532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:19.420561] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:19.423898] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-30T20:27:19.424170] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-30T20:27:19.424290] [INFO ] [sig       ] MSTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:19.562500] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MSTX.txt
[2025-12-30T20:27:19.562651] [INFO ] [sig       ] [2123/3539] Completed MSTX in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-30T20:27:19.562693] [INFO ] [sig       ] [2124/3539] Forecasting MTB...
[2025-12-30T20:27:19.562723] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-30T20:27:19.562753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-30T20:27:19.575495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-30T20:27:19.575922] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-30T20:27:19.576774] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-30T20:27:19.576828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:19.576861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:19.576888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:19.576947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:19.637372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:19.638265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:19.638361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:19.638393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:19.766110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:19.766278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:19.766318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:19.766346] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:19.769973] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-30T20:27:19.770346] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-30T20:27:19.770485] [INFO ] [sig       ] MTB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:19.915248] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTB.txt
[2025-12-30T20:27:19.915474] [INFO ] [sig       ] [2124/3539] Completed MTB in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-30T20:27:19.915533] [INFO ] [sig       ] [2125/3539] Forecasting MTCH...
[2025-12-30T20:27:19.915596] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-30T20:27:19.915644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-30T20:27:19.927133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-30T20:27:19.927450] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-30T20:27:19.928277] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-30T20:27:19.928330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:19.928362] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:19.928389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:19.928447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:19.986552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:19.987388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:19.987470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:19.987502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:20.106856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:20.107014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:20.107054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:20.107082] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:20.110396] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-30T20:27:20.110686] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-30T20:27:20.110810] [INFO ] [sig       ] MTCH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:20.250487] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTCH.txt
[2025-12-30T20:27:20.250626] [INFO ] [sig       ] [2125/3539] Completed MTCH in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-30T20:27:20.250667] [INFO ] [sig       ] [2126/3539] Forecasting MTD...
[2025-12-30T20:27:20.250705] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-30T20:27:20.250735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-30T20:27:20.262403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-30T20:27:20.262707] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-30T20:27:20.263453] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-30T20:27:20.263504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:20.263535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:20.263562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:20.263640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:20.320618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:20.321413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:20.321499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:20.321531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:20.441620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:20.441762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:20.441801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:20.441829] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:20.445073] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-30T20:27:20.445338] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-30T20:27:20.445460] [INFO ] [sig       ] MTD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:20.584089] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTD.txt
[2025-12-30T20:27:20.584205] [INFO ] [sig       ] [2126/3539] Completed MTD in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-30T20:27:20.584250] [INFO ] [sig       ] [2127/3539] Forecasting MTG...
[2025-12-30T20:27:20.584281] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-30T20:27:20.584310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-30T20:27:20.596823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-30T20:27:20.597242] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-30T20:27:20.598070] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-30T20:27:20.598122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:20.598154] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:20.598181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:20.598238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:20.655173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:20.656163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:20.656268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:20.656308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:20.782978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:20.783145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:20.783191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:20.783225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:20.786825] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-30T20:27:20.787154] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-30T20:27:20.787294] [INFO ] [sig       ] MTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:20.934937] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTG.txt
[2025-12-30T20:27:20.935064] [INFO ] [sig       ] [2127/3539] Completed MTG in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:20.935104] [INFO ] [sig       ] [2128/3539] Forecasting MTH...
[2025-12-30T20:27:20.935135] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-30T20:27:20.935167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-30T20:27:20.946874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-30T20:27:20.947236] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-30T20:27:20.948046] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-30T20:27:20.948100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:20.948163] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:20.948195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:20.948254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:21.005212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:21.006068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:21.006154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:21.006187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:21.123871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:21.124032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:21.124075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:21.124104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:21.127454] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-30T20:27:21.127772] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-30T20:27:21.127935] [INFO ] [sig       ] MTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:21.266876] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTH.txt
[2025-12-30T20:27:21.267010] [INFO ] [sig       ] [2128/3539] Completed MTH in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:21.267049] [INFO ] [sig       ] [2129/3539] Forecasting MTLS...
[2025-12-30T20:27:21.267079] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-30T20:27:21.267109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-30T20:27:21.279042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-30T20:27:21.279373] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-30T20:27:21.280142] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-30T20:27:21.280195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:21.280227] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:21.280254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:21.280311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:21.336903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:21.337646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:21.337729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:21.337761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:21.464068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:21.464215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:21.464257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:21.464285] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:21.467636] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-30T20:27:21.467909] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-30T20:27:21.468031] [INFO ] [sig       ] MTLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:21.606307] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTLS.txt
[2025-12-30T20:27:21.606418] [INFO ] [sig       ] [2129/3539] Completed MTLS in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:21.606456] [INFO ] [sig       ] [2130/3539] Forecasting MTN...
[2025-12-30T20:27:21.606486] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-30T20:27:21.606516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-30T20:27:21.622127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-30T20:27:21.622469] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-30T20:27:21.623256] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-30T20:27:21.623307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:21.623340] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:21.623366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:21.623423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:21.680688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:21.681300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:21.681380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:21.681411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:21.808425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:21.808666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:21.808809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:21.808859] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:21.814086] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-30T20:27:21.814448] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-30T20:27:21.814643] [INFO ] [sig       ] MTN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:21.961838] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTN.txt
[2025-12-30T20:27:21.961984] [INFO ] [sig       ] [2130/3539] Completed MTN in 0.4s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:21.962024] [INFO ] [sig       ] [2131/3539] Forecasting MTRN...
[2025-12-30T20:27:21.962053] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-30T20:27:21.962084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-30T20:27:21.974393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-30T20:27:21.974707] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-30T20:27:21.975511] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-30T20:27:21.975565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:21.975626] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:21.975655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:21.975713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:22.034444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:22.035119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:22.035205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:22.035240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:22.155382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:22.155541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:22.155598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:22.155659] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:22.159050] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-30T20:27:22.159320] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-30T20:27:22.159446] [INFO ] [sig       ] MTRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:22.299536] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTRN.txt
[2025-12-30T20:27:22.299695] [INFO ] [sig       ] [2131/3539] Completed MTRN in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:22.299734] [INFO ] [sig       ] [2132/3539] Forecasting MTRX...
[2025-12-30T20:27:22.299766] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-30T20:27:22.299798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-30T20:27:22.311435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-30T20:27:22.311755] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-30T20:27:22.312510] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-30T20:27:22.312561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:22.312612] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:22.312640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:22.312699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:22.368781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:22.370164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:22.370301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:22.370334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:22.488817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:22.488982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:22.489023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:22.489050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:22.492377] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-30T20:27:22.492665] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-30T20:27:22.492793] [INFO ] [sig       ] MTRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:22.631376] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTRX.txt
[2025-12-30T20:27:22.631508] [INFO ] [sig       ] [2132/3539] Completed MTRX in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:22.631547] [INFO ] [sig       ] [2133/3539] Forecasting MTSI...
[2025-12-30T20:27:22.631595] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-30T20:27:22.631627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-30T20:27:22.643517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-30T20:27:22.643817] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-30T20:27:22.644559] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-30T20:27:22.644634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:22.644666] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:22.644692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:22.644749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:22.701168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:22.701811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:22.701893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:22.701924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:22.821214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:22.821378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:22.821420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:22.821449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:22.824812] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-30T20:27:22.825091] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-30T20:27:22.825216] [INFO ] [sig       ] MTSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:22.965498] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTSI.txt
[2025-12-30T20:27:22.965674] [INFO ] [sig       ] [2133/3539] Completed MTSI in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:22.965715] [INFO ] [sig       ] [2134/3539] Forecasting MTX...
[2025-12-30T20:27:22.965744] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-30T20:27:22.965776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-30T20:27:22.977348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-30T20:27:22.977629] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-30T20:27:22.978370] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-30T20:27:22.978421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:22.978463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:22.978490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:22.978547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:23.038228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:23.039085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:23.039173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:23.039206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:23.151947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:23.152090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:23.152129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:23.152157] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:23.155420] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-30T20:27:23.155705] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-30T20:27:23.155828] [INFO ] [sig       ] MTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:23.295007] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MTX.txt
[2025-12-30T20:27:23.295147] [INFO ] [sig       ] [2134/3539] Completed MTX in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:23.295195] [INFO ] [sig       ] [2135/3539] Forecasting MTZ...
[2025-12-30T20:27:23.295226] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-30T20:27:23.295257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-30T20:27:23.307027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-30T20:27:23.307288] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-30T20:27:23.308078] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-30T20:27:23.308130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:23.308161] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:23.308187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:23.308243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:23.364266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:23.364870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:23.364948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:23.364978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:23.487811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:23.487948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:23.487989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:23.488017] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:23.491322] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-30T20:27:23.491613] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-30T20:27:23.491741] [INFO ] [sig       ] MTZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:23.630345] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MTZ.txt
[2025-12-30T20:27:23.630449] [INFO ] [sig       ] [2135/3539] Completed MTZ in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:23.630487] [INFO ] [sig       ] [2136/3539] Forecasting MUA...
[2025-12-30T20:27:23.630517] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-30T20:27:23.630546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-30T20:27:23.641845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-30T20:27:23.642102] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-30T20:27:23.642861] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-30T20:27:23.642913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:23.642943] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:23.642969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:23.643026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:23.699190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:23.699791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:23.699869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:23.699901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:23.815226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:23.815325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:23.815360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:23.815387] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:23.818461] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-30T20:27:23.818758] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-30T20:27:23.818879] [INFO ] [sig       ] MUA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:23.956771] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MUA.txt
[2025-12-30T20:27:23.956877] [INFO ] [sig       ] [2136/3539] Completed MUA in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:23.956913] [INFO ] [sig       ] [2137/3539] Forecasting MUC...
[2025-12-30T20:27:23.956942] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-30T20:27:23.956972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-30T20:27:23.968430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-30T20:27:23.968739] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-30T20:27:23.969492] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-30T20:27:23.969543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:23.969595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:23.969625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:23.969681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:24.026295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:24.026898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:24.026979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:24.027009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:24.146026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:24.146148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:24.146186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:24.146213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:24.149450] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-30T20:27:24.149739] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-30T20:27:24.149858] [INFO ] [sig       ] MUC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:24.292608] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MUC.txt
[2025-12-30T20:27:24.292767] [INFO ] [sig       ] [2137/3539] Completed MUC in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:24.292807] [INFO ] [sig       ] [2138/3539] Forecasting MUE...
[2025-12-30T20:27:24.292843] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-30T20:27:24.292875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-30T20:27:24.303827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-30T20:27:24.304111] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-30T20:27:24.304898] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-30T20:27:24.304949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:24.304979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:24.305006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:24.305064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:24.363284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:24.364220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:24.364304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:24.364368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:24.482670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:24.482809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:24.482851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:24.482880] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:24.486266] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-30T20:27:24.486544] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-30T20:27:24.486688] [INFO ] [sig       ] MUE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:24.628489] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MUE.txt
[2025-12-30T20:27:24.628643] [INFO ] [sig       ] [2138/3539] Completed MUE in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:24.628685] [INFO ] [sig       ] [2139/3539] Forecasting MUFG...
[2025-12-30T20:27:24.628734] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-30T20:27:24.628779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-30T20:27:24.640316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-30T20:27:24.640617] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-30T20:27:24.641386] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-30T20:27:24.641438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:24.641471] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:24.641499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:24.641558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:24.700813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:24.701561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:24.701660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:24.701693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:24.825513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:24.825672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:24.825716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:24.825746] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:24.829203] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-30T20:27:24.829512] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-30T20:27:24.829685] [INFO ] [sig       ] MUFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:24.973111] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MUFG.txt
[2025-12-30T20:27:24.973262] [INFO ] [sig       ] [2139/3539] Completed MUFG in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:24.973326] [INFO ] [sig       ] [2140/3539] Forecasting MUJ...
[2025-12-30T20:27:24.973358] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-30T20:27:24.973390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-30T20:27:24.984674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-30T20:27:24.984962] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-30T20:27:24.985726] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-30T20:27:24.985777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:24.985808] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:24.985834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:24.985891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:25.044491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:25.045325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:25.045409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:25.045443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:25.163226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:25.163377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:25.163419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:25.163449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:25.166870] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-30T20:27:25.167146] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-30T20:27:25.167271] [INFO ] [sig       ] MUJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:25.310699] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MUJ.txt
[2025-12-30T20:27:25.310845] [INFO ] [sig       ] [2140/3539] Completed MUJ in 0.3s | 2.89 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-30T20:27:25.310884] [INFO ] [sig       ] [2141/3539] Forecasting MUSA...
[2025-12-30T20:27:25.310913] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-30T20:27:25.310943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-30T20:27:25.322591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-30T20:27:25.322913] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-30T20:27:25.323758] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-30T20:27:25.323823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:25.323862] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:25.323897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:25.323958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:25.383017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:25.383765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:25.383863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:25.383903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:25.506518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:25.506688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:25.506728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:25.506775] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:25.510123] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-30T20:27:25.510391] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-30T20:27:25.510510] [INFO ] [sig       ] MUSA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:25.653727] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MUSA.txt
[2025-12-30T20:27:25.653912] [INFO ] [sig       ] [2141/3539] Completed MUSA in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-30T20:27:25.653952] [INFO ] [sig       ] [2142/3539] Forecasting MUX...
[2025-12-30T20:27:25.653981] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-30T20:27:25.654014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-30T20:27:25.665610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-30T20:27:25.665980] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-30T20:27:25.666802] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-30T20:27:25.666855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:25.666887] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:25.666913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:25.666972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:25.726722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:25.727609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:25.727703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:25.727738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:25.852906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:25.853068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:25.853109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:25.853138] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:25.856708] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-30T20:27:25.857016] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-30T20:27:25.857148] [INFO ] [sig       ] MUX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:26.015403] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MUX.txt
[2025-12-30T20:27:26.015564] [INFO ] [sig       ] [2142/3539] Completed MUX in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-30T20:27:26.015651] [INFO ] [sig       ] [2143/3539] Forecasting MVBF...
[2025-12-30T20:27:26.015684] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-30T20:27:26.015718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-30T20:27:26.028124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-30T20:27:26.028479] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-30T20:27:26.029923] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-30T20:27:26.030051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:26.030084] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:26.030113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:26.030173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:26.087553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:26.088345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:26.088456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:26.088492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:26.205655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:26.205817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:26.205861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:26.205890] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:26.209591] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-30T20:27:26.209984] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-30T20:27:26.210146] [INFO ] [sig       ] MVBF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:26.368922] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MVBF.txt
[2025-12-30T20:27:26.369090] [INFO ] [sig       ] [2143/3539] Completed MVBF in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-30T20:27:26.369132] [INFO ] [sig       ] [2144/3539] Forecasting MVF...
[2025-12-30T20:27:26.369163] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-30T20:27:26.369194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-30T20:27:26.382041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-30T20:27:26.382443] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-30T20:27:26.383486] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-30T20:27:26.383551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:26.383617] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:26.383655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:26.383716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:26.444355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:26.445290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:26.445381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:26.445413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:26.572729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:26.572894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:26.572938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:26.572967] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:26.576558] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-30T20:27:26.576924] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-30T20:27:26.577066] [INFO ] [sig       ] MVF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:26.754709] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MVF.txt
[2025-12-30T20:27:26.754922] [INFO ] [sig       ] [2144/3539] Completed MVF in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:26.754987] [INFO ] [sig       ] [2145/3539] Forecasting MVO...
[2025-12-30T20:27:26.755041] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-30T20:27:26.755090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-30T20:27:26.767987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-30T20:27:26.768426] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-30T20:27:26.769428] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-30T20:27:26.769484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:26.769555] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:26.769613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:26.769713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:26.841303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:26.842276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:26.842373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:26.842406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:26.975828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:26.975993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:26.976038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:26.976066] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:26.979821] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-30T20:27:26.980180] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-30T20:27:26.980341] [INFO ] [sig       ] MVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:27.147486] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MVO.txt
[2025-12-30T20:27:27.147742] [INFO ] [sig       ] [2145/3539] Completed MVO in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:27.147807] [INFO ] [sig       ] [2146/3539] Forecasting MWA...
[2025-12-30T20:27:27.147858] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-30T20:27:27.147907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-30T20:27:27.163514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-30T20:27:27.164051] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-30T20:27:27.165232] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-30T20:27:27.165303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:27.165343] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:27.165379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:27.165462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:27.227603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:27.228759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:27.228883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:27.228918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:27.382494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:27.382675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:27.382720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:27.382748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:27.386251] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-30T20:27:27.386551] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-30T20:27:27.386702] [INFO ] [sig       ] MWA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:27.533005] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MWA.txt
[2025-12-30T20:27:27.533174] [INFO ] [sig       ] [2146/3539] Completed MWA in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:27.533215] [INFO ] [sig       ] [2147/3539] Forecasting MX...
[2025-12-30T20:27:27.533245] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-30T20:27:27.533277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-30T20:27:27.546588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-30T20:27:27.546986] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-30T20:27:27.548248] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-30T20:27:27.548330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:27.548371] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:27.548399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:27.548458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:27.609798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:27.610676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:27.610764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:27.610801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:27.728410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:27.728588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:27.728635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:27.728665] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:27.732171] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-30T20:27:27.732449] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-30T20:27:27.732593] [INFO ] [sig       ] MX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:27.874599] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MX.txt
[2025-12-30T20:27:27.874747] [INFO ] [sig       ] [2147/3539] Completed MX in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:27.874789] [INFO ] [sig       ] [2148/3539] Forecasting MXF...
[2025-12-30T20:27:27.874818] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-30T20:27:27.874850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-30T20:27:27.886152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-30T20:27:27.886403] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-30T20:27:27.887181] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-30T20:27:27.887234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:27.887265] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:27.887293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:27.887351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:27.944422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:27.945179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:27.945263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:27.945296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:28.058690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:28.058848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:28.058889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:28.058916] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:28.062256] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-12-30T20:27:28.062524] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-30T20:27:28.062664] [INFO ] [sig       ] MXF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:28.202979] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MXF.txt
[2025-12-30T20:27:28.203136] [INFO ] [sig       ] [2148/3539] Completed MXF in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:28.203175] [INFO ] [sig       ] [2149/3539] Forecasting MXL...
[2025-12-30T20:27:28.203206] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-30T20:27:28.203237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-30T20:27:28.214952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-30T20:27:28.215322] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-30T20:27:28.216153] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-30T20:27:28.216208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:28.216240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:28.216267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:28.216324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:28.274955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:28.275631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:28.275713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:28.275747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:28.393311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:28.393444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:28.393482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:28.393511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:28.396751] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-30T20:27:28.397016] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-30T20:27:28.397137] [INFO ] [sig       ] MXL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:28.540740] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MXL.txt
[2025-12-30T20:27:28.540860] [INFO ] [sig       ] [2149/3539] Completed MXL in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:28.540901] [INFO ] [sig       ] [2150/3539] Forecasting MYE...
[2025-12-30T20:27:28.540931] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-30T20:27:28.540962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-30T20:27:28.552683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-30T20:27:28.552949] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-30T20:27:28.553737] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-30T20:27:28.553789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:28.553822] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:28.553849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:28.553908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:28.613002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:28.613608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:28.613689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:28.613722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:28.731822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:28.731939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:28.732166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:28.732193] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:28.735526] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-30T20:27:28.735806] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-30T20:27:28.735925] [INFO ] [sig       ] MYE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:28.876926] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MYE.txt
[2025-12-30T20:27:28.877048] [INFO ] [sig       ] [2150/3539] Completed MYE in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:28.877093] [INFO ] [sig       ] [2151/3539] Forecasting MYGN...
[2025-12-30T20:27:28.877124] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-30T20:27:28.877154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-30T20:27:28.890679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-30T20:27:28.891110] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-30T20:27:28.891958] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-30T20:27:28.892012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:28.892045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:28.892234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:28.892292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:28.950929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:28.951881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:28.951977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:28.952196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:29.076852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:29.077021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:29.077066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:29.077095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:29.080700] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-30T20:27:29.080987] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-30T20:27:29.081119] [INFO ] [sig       ] MYGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:29.220443] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MYGN.txt
[2025-12-30T20:27:29.220619] [INFO ] [sig       ] [2151/3539] Completed MYGN in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:29.220665] [INFO ] [sig       ] [2152/3539] Forecasting MYI...
[2025-12-30T20:27:29.220695] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-30T20:27:29.220728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-30T20:27:29.233133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-30T20:27:29.233568] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-30T20:27:29.234426] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-30T20:27:29.234482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:29.234516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:29.234544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:29.234621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:29.297178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:29.298100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:29.298193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:29.298227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:29.417595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:29.417752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:29.417795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:29.417823] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:29.421605] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2025-12-30T20:27:29.421893] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-30T20:27:29.422038] [INFO ] [sig       ] MYI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:29.577215] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MYI.txt
[2025-12-30T20:27:29.577375] [INFO ] [sig       ] [2152/3539] Completed MYI in 0.4s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:29.577418] [INFO ] [sig       ] [2153/3539] Forecasting MYN...
[2025-12-30T20:27:29.577451] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-30T20:27:29.577482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-30T20:27:29.588858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-30T20:27:29.589158] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-30T20:27:29.589992] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-30T20:27:29.590047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:29.590081] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:29.590109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:29.590167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:29.649446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:29.650142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:29.650224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:29.650258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:29.766882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:29.767016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:29.767055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:29.767082] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:29.770423] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-30T20:27:29.770719] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-30T20:27:29.770848] [INFO ] [sig       ] MYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:29.913395] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/MYN.txt
[2025-12-30T20:27:29.913511] [INFO ] [sig       ] [2153/3539] Completed MYN in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:29.913549] [INFO ] [sig       ] [2154/3539] Forecasting MYRG...
[2025-12-30T20:27:29.913596] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-30T20:27:29.913628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-30T20:27:29.925035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-30T20:27:29.925331] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-30T20:27:29.926145] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-30T20:27:29.926199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:29.926230] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:29.926256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:29.926314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:29.984172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:29.984807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:29.984887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:29.984920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:30.099158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:30.099312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:30.099369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:30.099407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:30.102706] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-12-30T20:27:30.102975] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-30T20:27:30.103096] [INFO ] [sig       ] MYRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:30.245653] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/MYRG.txt
[2025-12-30T20:27:30.245783] [INFO ] [sig       ] [2154/3539] Completed MYRG in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:30.245821] [INFO ] [sig       ] [2155/3539] Forecasting NA...
[2025-12-30T20:27:30.245851] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-30T20:27:30.245882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-30T20:27:30.256943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-30T20:27:30.257273] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-30T20:27:30.258091] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-30T20:27:30.258144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:30.258176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:30.258202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:30.258260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:30.315905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:30.316688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:30.316815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:30.316862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:30.437223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:30.437370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:30.437410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:30.437438] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:30.440767] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-30T20:27:30.441071] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-30T20:27:30.441189] [INFO ] [sig       ] NA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:30.581338] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NA.txt
[2025-12-30T20:27:30.581473] [INFO ] [sig       ] [2155/3539] Completed NA in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:30.581511] [INFO ] [sig       ] [2156/3539] Forecasting NAAS...
[2025-12-30T20:27:30.581541] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-30T20:27:30.581588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-30T20:27:30.593879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-30T20:27:30.594205] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-30T20:27:30.595002] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-30T20:27:30.595054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:30.595085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:30.595112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:30.595169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:30.655464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:30.656312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:30.656442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:30.656478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:30.773713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:30.773862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:30.773901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:30.773929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:30.777231] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-30T20:27:30.777507] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-30T20:27:30.777649] [INFO ] [sig       ] NAAS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:30.916289] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NAAS.txt
[2025-12-30T20:27:30.916423] [INFO ] [sig       ] [2156/3539] Completed NAAS in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:30.916463] [INFO ] [sig       ] [2157/3539] Forecasting NABL...
[2025-12-30T20:27:30.916491] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-30T20:27:30.916521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-30T20:27:30.927898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-30T20:27:30.928212] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-30T20:27:30.929067] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-30T20:27:30.929121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:30.929152] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:30.929178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:30.929234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:30.985674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:30.986368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:30.986456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:30.986488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:31.111336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:31.111493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:31.111536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:31.111565] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:31.115102] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-30T20:27:31.115411] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-30T20:27:31.115553] [INFO ] [sig       ] NABL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:31.265479] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NABL.txt
[2025-12-30T20:27:31.265711] [INFO ] [sig       ] [2157/3539] Completed NABL in 0.3s | 2.89 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-30T20:27:31.265766] [INFO ] [sig       ] [2158/3539] Forecasting NAC...
[2025-12-30T20:27:31.265805] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-30T20:27:31.265845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-30T20:27:31.277487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-30T20:27:31.277791] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-30T20:27:31.278563] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-30T20:27:31.278639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:31.278682] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:31.278710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:31.278798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:31.336915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:31.337626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:31.337710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:31.337742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:31.469213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:31.469385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:31.469430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:31.469459] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:31.473173] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-30T20:27:31.473487] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-30T20:27:31.473644] [INFO ] [sig       ] NAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:31.622671] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NAC.txt
[2025-12-30T20:27:31.622858] [INFO ] [sig       ] [2158/3539] Completed NAC in 0.4s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-30T20:27:31.622898] [INFO ] [sig       ] [2159/3539] Forecasting NAD...
[2025-12-30T20:27:31.622928] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-30T20:27:31.622959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-30T20:27:31.634353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-30T20:27:31.634663] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-30T20:27:31.635419] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-30T20:27:31.635471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:31.635503] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:31.635529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:31.635602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:31.695403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:31.696067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:31.696163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:31.696197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:31.826108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:31.826257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:31.826297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:31.826325] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:31.829649] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-30T20:27:31.829927] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-30T20:27:31.830049] [INFO ] [sig       ] NAD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:31.971206] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NAD.txt
[2025-12-30T20:27:31.971372] [INFO ] [sig       ] [2159/3539] Completed NAD in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-30T20:27:31.971414] [INFO ] [sig       ] [2160/3539] Forecasting NAMS...
[2025-12-30T20:27:31.971447] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-30T20:27:31.971481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-30T20:27:31.982888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-30T20:27:31.983249] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-30T20:27:31.984059] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-30T20:27:31.984113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:31.984145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:31.984173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:31.984232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:32.045073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:32.045950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:32.046037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:32.046070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:32.164292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:32.164454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:32.164495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:32.164523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:32.167906] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-30T20:27:32.168217] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-30T20:27:32.168347] [INFO ] [sig       ] NAMS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:32.325203] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NAMS.txt
[2025-12-30T20:27:32.325363] [INFO ] [sig       ] [2160/3539] Completed NAMS in 0.4s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-30T20:27:32.325404] [INFO ] [sig       ] [2161/3539] Forecasting NATH...
[2025-12-30T20:27:32.325434] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-30T20:27:32.325465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-30T20:27:32.336184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-30T20:27:32.336482] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-30T20:27:32.337287] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-30T20:27:32.337340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:32.337372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:32.337399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:32.337456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:32.395940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:32.396687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:32.396813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:32.396851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:32.507548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:32.507717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:32.507760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:32.507791] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:32.511222] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-30T20:27:32.511493] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-30T20:27:32.511639] [INFO ] [sig       ] NATH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:32.651485] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NATH.txt
[2025-12-30T20:27:32.651655] [INFO ] [sig       ] [2161/3539] Completed NATH in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-30T20:27:32.651697] [INFO ] [sig       ] [2162/3539] Forecasting NATL...
[2025-12-30T20:27:32.651735] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-30T20:27:32.651766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-30T20:27:32.664114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-30T20:27:32.664452] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-30T20:27:32.665223] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-30T20:27:32.665275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:32.665331] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:32.665359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:32.665417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:32.721950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:32.722778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:32.722864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:32.722896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:32.845075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:32.845225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:32.845264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:32.845292] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:32.848561] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-30T20:27:32.848891] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-30T20:27:32.849022] [INFO ] [sig       ] NATL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:32.990458] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NATL.txt
[2025-12-30T20:27:32.990614] [INFO ] [sig       ] [2162/3539] Completed NATL in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:32.990656] [INFO ] [sig       ] [2163/3539] Forecasting NAVI...
[2025-12-30T20:27:32.990686] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-30T20:27:32.990716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-30T20:27:33.001982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-30T20:27:33.002336] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-30T20:27:33.003138] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-30T20:27:33.003190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:33.003221] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:33.003247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:33.003303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:33.059889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:33.060779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:33.060869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:33.060901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:33.182301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:33.182453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:33.182493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:33.182522] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:33.185885] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-30T20:27:33.186155] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-30T20:27:33.186275] [INFO ] [sig       ] NAVI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:33.331094] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NAVI.txt
[2025-12-30T20:27:33.331456] [INFO ] [sig       ] [2163/3539] Completed NAVI in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:33.331495] [INFO ] [sig       ] [2164/3539] Forecasting NAZ...
[2025-12-30T20:27:33.331525] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-30T20:27:33.331556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-30T20:27:33.343954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-30T20:27:33.344261] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-30T20:27:33.345033] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-30T20:27:33.345085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:33.345117] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:33.345143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:33.345200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:33.402930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:33.403646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:33.403728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:33.403761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:33.505509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:33.505684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:33.505726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:33.505755] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:33.509118] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-30T20:27:33.509394] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-30T20:27:33.509514] [INFO ] [sig       ] NAZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:33.658905] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NAZ.txt
[2025-12-30T20:27:33.659088] [INFO ] [sig       ] [2164/3539] Completed NAZ in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:33.659138] [INFO ] [sig       ] [2165/3539] Forecasting NB...
[2025-12-30T20:27:33.659170] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-30T20:27:33.659205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-30T20:27:33.670542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-30T20:27:33.670861] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-30T20:27:33.671700] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-30T20:27:33.671754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:33.671795] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:33.671823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:33.671882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:33.728604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:33.729495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:33.729632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:33.729669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:33.844844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:33.845014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:33.845055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:33.845135] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:33.848600] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-30T20:27:33.848932] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-30T20:27:33.849069] [INFO ] [sig       ] NB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:33.993052] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NB.txt
[2025-12-30T20:27:33.993201] [INFO ] [sig       ] [2165/3539] Completed NB in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:33.993240] [INFO ] [sig       ] [2166/3539] Forecasting NBB...
[2025-12-30T20:27:33.993270] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-30T20:27:33.993300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-30T20:27:34.004800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-30T20:27:34.005185] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-30T20:27:34.005961] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-30T20:27:34.006013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:34.006044] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:34.006071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:34.006127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:34.063081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:34.063809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:34.063894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:34.063956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:34.186615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:34.186769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:34.186809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:34.186837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:34.190241] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-30T20:27:34.190511] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-30T20:27:34.190650] [INFO ] [sig       ] NBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:34.333692] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NBB.txt
[2025-12-30T20:27:34.333847] [INFO ] [sig       ] [2166/3539] Completed NBB in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:34.333886] [INFO ] [sig       ] [2167/3539] Forecasting NBBK...
[2025-12-30T20:27:34.333915] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-30T20:27:34.333945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-30T20:27:34.345542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-30T20:27:34.345870] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-30T20:27:34.346635] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-30T20:27:34.346686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:34.346717] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:34.346743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:34.346801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:34.404047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:34.404888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:34.404978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:34.405019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:34.547058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:34.547263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:34.547305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:34.547333] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:34.550842] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-30T20:27:34.551160] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-30T20:27:34.551286] [INFO ] [sig       ] NBBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:34.716859] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NBBK.txt
[2025-12-30T20:27:34.717003] [INFO ] [sig       ] [2167/3539] Completed NBBK in 0.4s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:34.717041] [INFO ] [sig       ] [2168/3539] Forecasting NBHC...
[2025-12-30T20:27:34.717071] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-30T20:27:34.717102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-30T20:27:34.729031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-30T20:27:34.729393] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-30T20:27:34.730204] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-30T20:27:34.730259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:34.730292] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:34.730320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:34.730379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:34.789832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:34.790547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:34.790651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:34.790686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:34.909288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:34.909450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:34.909493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:34.909523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:34.913009] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-30T20:27:34.913301] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-30T20:27:34.913428] [INFO ] [sig       ] NBHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:35.063122] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NBHC.txt
[2025-12-30T20:27:35.063259] [INFO ] [sig       ] [2168/3539] Completed NBHC in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:35.063299] [INFO ] [sig       ] [2169/3539] Forecasting NBIX...
[2025-12-30T20:27:35.063327] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-30T20:27:35.063358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-30T20:27:35.075013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-30T20:27:35.075289] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-30T20:27:35.076061] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-30T20:27:35.076113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:35.076145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:35.076172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:35.076240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:35.133003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:35.133887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:35.133972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:35.134004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:35.255250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:35.255431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:35.255474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:35.255501] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:35.258894] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-30T20:27:35.259199] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-30T20:27:35.259325] [INFO ] [sig       ] NBIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:35.398318] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NBIX.txt
[2025-12-30T20:27:35.398456] [INFO ] [sig       ] [2169/3539] Completed NBIX in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:35.398496] [INFO ] [sig       ] [2170/3539] Forecasting NBN...
[2025-12-30T20:27:35.398525] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-30T20:27:35.398556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-30T20:27:35.410137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-30T20:27:35.410488] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-30T20:27:35.411263] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-30T20:27:35.411316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:35.411347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:35.411374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:35.411431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:35.471329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:35.472461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:35.472593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:35.472637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:35.607565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:35.607733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:35.607774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:35.607802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:35.611158] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-30T20:27:35.611443] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-30T20:27:35.611567] [INFO ] [sig       ] NBN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:35.753826] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NBN.txt
[2025-12-30T20:27:35.753986] [INFO ] [sig       ] [2170/3539] Completed NBN in 0.4s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:35.754033] [INFO ] [sig       ] [2171/3539] Forecasting NBTB...
[2025-12-30T20:27:35.754070] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-30T20:27:35.754106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-30T20:27:35.765248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-30T20:27:35.765530] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-30T20:27:35.766324] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-30T20:27:35.766386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:35.766418] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:35.766444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:35.766501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:35.825698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:35.826419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:35.826505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:35.826539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:35.944524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:35.944702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:35.944742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:35.944770] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:35.948120] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-30T20:27:35.948390] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-30T20:27:35.948510] [INFO ] [sig       ] NBTB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:36.102287] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NBTB.txt
[2025-12-30T20:27:36.102414] [INFO ] [sig       ] [2171/3539] Completed NBTB in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:36.102451] [INFO ] [sig       ] [2172/3539] Forecasting NBXG...
[2025-12-30T20:27:36.102481] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-30T20:27:36.102521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-30T20:27:36.114480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-30T20:27:36.114862] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-30T20:27:36.115655] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-30T20:27:36.115707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:36.115737] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:36.115765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:36.115822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:36.173870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:36.174547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:36.174689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:36.174723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:36.294728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:36.294886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:36.294927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:36.294958] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:36.298294] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-30T20:27:36.298560] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-30T20:27:36.298707] [INFO ] [sig       ] NBXG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:36.440155] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NBXG.txt
[2025-12-30T20:27:36.440292] [INFO ] [sig       ] [2172/3539] Completed NBXG in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:36.440330] [INFO ] [sig       ] [2173/3539] Forecasting NC...
[2025-12-30T20:27:36.440361] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-30T20:27:36.440391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-30T20:27:36.451509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-30T20:27:36.451806] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-30T20:27:36.452552] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-30T20:27:36.452621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:36.452653] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:36.452679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:36.452736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:36.512646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:36.513652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:36.513755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:36.513798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:36.622063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:36.622220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:36.622262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:36.622290] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:36.625655] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-30T20:27:36.625923] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-30T20:27:36.626041] [INFO ] [sig       ] NC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:36.770248] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NC.txt
[2025-12-30T20:27:36.770415] [INFO ] [sig       ] [2173/3539] Completed NC in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:36.770460] [INFO ] [sig       ] [2174/3539] Forecasting NCA...
[2025-12-30T20:27:36.770489] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-30T20:27:36.770520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-30T20:27:36.782872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-30T20:27:36.783229] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-30T20:27:36.784067] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-30T20:27:36.784120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:36.784152] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:36.784177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:36.784234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:36.844119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:36.844867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:36.844951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:36.844984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:36.964131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:36.964263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:36.964303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:36.964332] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:36.967935] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-30T20:27:36.968223] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-30T20:27:36.968346] [INFO ] [sig       ] NCA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:37.109465] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NCA.txt
[2025-12-30T20:27:37.109611] [INFO ] [sig       ] [2174/3539] Completed NCA in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:37.109667] [INFO ] [sig       ] [2175/3539] Forecasting NCLH...
[2025-12-30T20:27:37.109698] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-30T20:27:37.109729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-30T20:27:37.120854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-30T20:27:37.121193] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-30T20:27:37.121987] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-30T20:27:37.122054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:37.122087] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:37.122113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:37.122172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:37.182529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:37.183243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:37.183325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:37.183358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:37.304072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:37.304227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:37.304267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:37.304295] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:37.307601] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-30T20:27:37.307869] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-30T20:27:37.307990] [INFO ] [sig       ] NCLH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:37.454805] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NCLH.txt
[2025-12-30T20:27:37.454977] [INFO ] [sig       ] [2175/3539] Completed NCLH in 0.3s | 2.89 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-30T20:27:37.455042] [INFO ] [sig       ] [2176/3539] Forecasting NCMI...
[2025-12-30T20:27:37.455084] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-30T20:27:37.455126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-30T20:27:37.466694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-30T20:27:37.466990] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-30T20:27:37.467797] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-30T20:27:37.467850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:37.467883] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:37.467911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:37.467971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:37.528453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:37.529178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:37.529262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:37.529296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:37.652386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:37.652539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:37.652596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:37.652628] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:37.656440] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-30T20:27:37.656791] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-30T20:27:37.656933] [INFO ] [sig       ] NCMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:37.806348] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NCMI.txt
[2025-12-30T20:27:37.806490] [INFO ] [sig       ] [2176/3539] Completed NCMI in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-30T20:27:37.806530] [INFO ] [sig       ] [2177/3539] Forecasting NCNA...
[2025-12-30T20:27:37.806561] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-30T20:27:37.806613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-30T20:27:37.817775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-30T20:27:37.818090] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-30T20:27:37.818942] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-30T20:27:37.818997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:37.819035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:37.819065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:37.819125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:37.880059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:37.880972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:37.881069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:37.881112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:37.997760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:37.997914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:37.997955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:37.997983] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:38.001447] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-30T20:27:38.001771] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-30T20:27:38.001905] [INFO ] [sig       ] NCNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:38.153094] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NCNA.txt
[2025-12-30T20:27:38.153246] [INFO ] [sig       ] [2177/3539] Completed NCNA in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-30T20:27:38.153286] [INFO ] [sig       ] [2178/3539] Forecasting NCNO...
[2025-12-30T20:27:38.153316] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-30T20:27:38.153347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-30T20:27:38.165349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-30T20:27:38.165763] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-30T20:27:38.166567] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-30T20:27:38.166639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:38.166673] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:38.166700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:38.166757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:38.227841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:38.228794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:38.228888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:38.228921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:38.349986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:38.350139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:38.350196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:38.350227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:38.353664] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-30T20:27:38.353939] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-30T20:27:38.354065] [INFO ] [sig       ] NCNO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:38.498439] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NCNO.txt
[2025-12-30T20:27:38.498593] [INFO ] [sig       ] [2178/3539] Completed NCNO in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-30T20:27:38.498636] [INFO ] [sig       ] [2179/3539] Forecasting NCTY...
[2025-12-30T20:27:38.498667] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-30T20:27:38.498697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-30T20:27:38.509722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-30T20:27:38.510035] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-30T20:27:38.510842] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-30T20:27:38.510895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:38.510960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:38.511000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:38.511084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:38.571214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:38.571912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:38.571996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:38.572030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:38.699192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:38.699355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:38.699403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:38.699434] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:38.702983] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-30T20:27:38.703270] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-30T20:27:38.703397] [INFO ] [sig       ] NCTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:38.847055] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NCTY.txt
[2025-12-30T20:27:38.847192] [INFO ] [sig       ] [2179/3539] Completed NCTY in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:38.847232] [INFO ] [sig       ] [2180/3539] Forecasting NCZ...
[2025-12-30T20:27:38.847262] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-30T20:27:38.847293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-30T20:27:38.859306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-30T20:27:38.859618] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-30T20:27:38.860380] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-30T20:27:38.860432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:38.860463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:38.860489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:38.860545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:38.917593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:38.918321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:38.918401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:38.918433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:39.036113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:39.036267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:39.036308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:39.036337] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:39.039729] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-30T20:27:39.040003] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-30T20:27:39.040125] [INFO ] [sig       ] NCZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:39.180775] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NCZ.txt
[2025-12-30T20:27:39.180914] [INFO ] [sig       ] [2180/3539] Completed NCZ in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:39.180952] [INFO ] [sig       ] [2181/3539] Forecasting NDAQ...
[2025-12-30T20:27:39.180982] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-30T20:27:39.181011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-30T20:27:39.191947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-30T20:27:39.192223] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-30T20:27:39.193032] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-30T20:27:39.193084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:39.193115] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:39.193142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:39.193198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:39.251950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:39.252727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:39.252810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:39.252843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:39.374605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:39.374757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:39.374799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:39.374829] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:39.378195] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-30T20:27:39.378469] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-30T20:27:39.378612] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:39.522030] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NDAQ.txt
[2025-12-30T20:27:39.522194] [INFO ] [sig       ] [2181/3539] Completed NDAQ in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:39.522233] [INFO ] [sig       ] [2182/3539] Forecasting NDMO...
[2025-12-30T20:27:39.522263] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-30T20:27:39.522294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-30T20:27:39.533205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-30T20:27:39.533519] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-30T20:27:39.534341] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-30T20:27:39.534395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:39.534437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:39.534466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:39.534525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:39.593972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:39.594763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:39.594873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:39.594923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:39.721538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:39.721703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:39.721745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:39.721803] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:39.725248] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-30T20:27:39.725526] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-30T20:27:39.725665] [INFO ] [sig       ] NDMO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:39.868868] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NDMO.txt
[2025-12-30T20:27:39.869001] [INFO ] [sig       ] [2182/3539] Completed NDMO in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:39.869040] [INFO ] [sig       ] [2183/3539] Forecasting NDRA...
[2025-12-30T20:27:39.869069] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-30T20:27:39.869102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-30T20:27:39.882209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-30T20:27:39.882559] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-30T20:27:39.883413] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-30T20:27:39.883468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:39.883500] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:39.883530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:39.883631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:39.946047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:39.946852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:39.946937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:39.946971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:40.072114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:40.072277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:40.072319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:40.072349] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:40.075919] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-30T20:27:40.076206] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-30T20:27:40.076333] [INFO ] [sig       ] NDRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:40.226224] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NDRA.txt
[2025-12-30T20:27:40.226368] [INFO ] [sig       ] [2183/3539] Completed NDRA in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:40.226408] [INFO ] [sig       ] [2184/3539] Forecasting NDSN...
[2025-12-30T20:27:40.226439] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-30T20:27:40.226471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-30T20:27:40.239269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-30T20:27:40.239679] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-30T20:27:40.240488] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-30T20:27:40.240541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:40.240597] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:40.240631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:40.240709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:40.303283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:40.304222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:40.304331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:40.304372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:40.436885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:40.437049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:40.437109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:40.437153] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:40.440662] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-30T20:27:40.440973] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-30T20:27:40.441130] [INFO ] [sig       ] NDSN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:40.589931] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NDSN.txt
[2025-12-30T20:27:40.590097] [INFO ] [sig       ] [2184/3539] Completed NDSN in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:40.590141] [INFO ] [sig       ] [2185/3539] Forecasting NE...
[2025-12-30T20:27:40.590172] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-30T20:27:40.590206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-30T20:27:40.601967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-30T20:27:40.602289] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-30T20:27:40.603117] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-30T20:27:40.603173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:40.603214] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:40.603244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:40.603303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:40.663772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:40.664645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:40.664733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:40.664766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:40.783083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:40.783240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:40.783282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:40.783310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:40.786684] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-30T20:27:40.786953] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-30T20:27:40.787079] [INFO ] [sig       ] NE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:40.925821] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NE.txt
[2025-12-30T20:27:40.925964] [INFO ] [sig       ] [2185/3539] Completed NE in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:40.926009] [INFO ] [sig       ] [2186/3539] Forecasting NEA...
[2025-12-30T20:27:40.926039] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-30T20:27:40.926071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-30T20:27:40.937485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-30T20:27:40.937835] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-30T20:27:40.938619] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-30T20:27:40.938670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:40.938701] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:40.938757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:40.938832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:40.999653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:41.000494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:41.000611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:41.000660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:41.130085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:41.130241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:41.130283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:41.130312] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:41.133794] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-30T20:27:41.134169] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-30T20:27:41.134342] [INFO ] [sig       ] NEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:41.285609] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NEA.txt
[2025-12-30T20:27:41.285773] [INFO ] [sig       ] [2186/3539] Completed NEA in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:41.285816] [INFO ] [sig       ] [2187/3539] Forecasting NECB...
[2025-12-30T20:27:41.285852] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-30T20:27:41.285893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-30T20:27:41.298285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-30T20:27:41.298677] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-30T20:27:41.299570] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-30T20:27:41.299644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:41.299676] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:41.299702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:41.299760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:41.361472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:41.362373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:41.362478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:41.362514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:41.486841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:41.487015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:41.487075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:41.487107] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:41.490645] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-30T20:27:41.490933] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-30T20:27:41.491059] [INFO ] [sig       ] NECB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:41.646011] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NECB.txt
[2025-12-30T20:27:41.646159] [INFO ] [sig       ] [2187/3539] Completed NECB in 0.4s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:41.646200] [INFO ] [sig       ] [2188/3539] Forecasting NEE...
[2025-12-30T20:27:41.646232] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-30T20:27:41.646264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-30T20:27:41.658463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-30T20:27:41.658866] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-30T20:27:41.659864] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-30T20:27:41.659921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:41.659952] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:41.659980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:41.660039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:41.721904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:41.722736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:41.722823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:41.722857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:41.843100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:41.843267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:41.843310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:41.843338] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:41.846705] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-12-30T20:27:41.847003] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-30T20:27:41.847127] [INFO ] [sig       ] NEE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:41.985697] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NEE.txt
[2025-12-30T20:27:41.985832] [INFO ] [sig       ] [2188/3539] Completed NEE in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:41.985871] [INFO ] [sig       ] [2189/3539] Forecasting NEGG...
[2025-12-30T20:27:41.985900] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-30T20:27:41.985931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-30T20:27:42.000492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-30T20:27:42.000848] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-30T20:27:42.001658] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-30T20:27:42.001710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:42.001741] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:42.001768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:42.001825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:42.057381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:42.058132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:42.058243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:42.058276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:42.174447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:42.174620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:42.174664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:42.174710] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:42.178014] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-30T20:27:42.178286] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-30T20:27:42.178411] [INFO ] [sig       ] NEGG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:42.319025] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NEGG.txt
[2025-12-30T20:27:42.319180] [INFO ] [sig       ] [2189/3539] Completed NEGG in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:42.319222] [INFO ] [sig       ] [2190/3539] Forecasting NEM...
[2025-12-30T20:27:42.319253] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-30T20:27:42.319284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-30T20:27:42.330982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-30T20:27:42.331316] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-30T20:27:42.332168] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-30T20:27:42.332221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:42.332253] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:42.332280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:42.332340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:42.390488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:42.391379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:42.391467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:42.391500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:42.514758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:42.514915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:42.514956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:42.514985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:42.518438] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-30T20:27:42.518750] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-30T20:27:42.518874] [INFO ] [sig       ] NEM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:42.660178] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NEM.txt
[2025-12-30T20:27:42.660323] [INFO ] [sig       ] [2190/3539] Completed NEM in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:42.660362] [INFO ] [sig       ] [2191/3539] Forecasting NEOG...
[2025-12-30T20:27:42.660393] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-30T20:27:42.660423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-30T20:27:42.672181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-30T20:27:42.672516] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-30T20:27:42.673359] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-30T20:27:42.673414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:42.673450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:42.673478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:42.673551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:42.731999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:42.732692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:42.732773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:42.732819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:42.851273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:42.851428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:42.851468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:42.851496] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:42.854917] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-30T20:27:42.855191] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-30T20:27:42.855317] [INFO ] [sig       ] NEOG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:42.995282] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NEOG.txt
[2025-12-30T20:27:42.995421] [INFO ] [sig       ] [2191/3539] Completed NEOG in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:42.995460] [INFO ] [sig       ] [2192/3539] Forecasting NEON...
[2025-12-30T20:27:42.995489] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-30T20:27:42.995519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-30T20:27:43.006980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-30T20:27:43.007332] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-30T20:27:43.008167] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-30T20:27:43.008221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:43.008254] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:43.008282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:43.008340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:43.065155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:43.065947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:43.066037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:43.066070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:43.186243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:43.186396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:43.186441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:43.186471] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:43.189930] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=17.99%)
[2025-12-30T20:27:43.190206] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-30T20:27:43.190331] [INFO ] [sig       ] NEON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:43.333058] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NEON.txt
[2025-12-30T20:27:43.333224] [INFO ] [sig       ] [2192/3539] Completed NEON in 0.3s | 2.89 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-30T20:27:43.333264] [INFO ] [sig       ] [2193/3539] Forecasting NEXA...
[2025-12-30T20:27:43.333293] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-30T20:27:43.333323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-30T20:27:43.344614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-30T20:27:43.345000] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-30T20:27:43.345866] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-30T20:27:43.345919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:43.345953] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:43.346004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:43.346071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:43.404469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:43.405277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:43.405362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:43.405396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:43.522790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:43.522947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:43.522995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:43.523036] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:43.526497] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-30T20:27:43.526789] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-30T20:27:43.526919] [INFO ] [sig       ] NEXA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:43.669508] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NEXA.txt
[2025-12-30T20:27:43.669697] [INFO ] [sig       ] [2193/3539] Completed NEXA in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-30T20:27:43.669738] [INFO ] [sig       ] [2194/3539] Forecasting NEXN...
[2025-12-30T20:27:43.669768] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-30T20:27:43.669799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-30T20:27:43.681846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-30T20:27:43.682206] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-30T20:27:43.683034] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-30T20:27:43.683086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:43.683118] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:43.683146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:43.683206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:43.749599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:43.750481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:43.750569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:43.750623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:43.872913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:43.873077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:43.873119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:43.873147] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:43.876476] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-30T20:27:43.876796] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-30T20:27:43.876924] [INFO ] [sig       ] NEXN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:44.017330] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NEXN.txt
[2025-12-30T20:27:44.017469] [INFO ] [sig       ] [2194/3539] Completed NEXN in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-30T20:27:44.017508] [INFO ] [sig       ] [2195/3539] Forecasting NFBK...
[2025-12-30T20:27:44.017538] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-30T20:27:44.017567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-30T20:27:44.029258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-30T20:27:44.029613] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-30T20:27:44.030369] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-30T20:27:44.030422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:44.030455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:44.030481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:44.030538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:44.089488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:44.090420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:44.090509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:44.090543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:44.208854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:44.209013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:44.209058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:44.209114] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:44.212543] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-30T20:27:44.212836] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-30T20:27:44.212961] [INFO ] [sig       ] NFBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:44.366333] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NFBK.txt
[2025-12-30T20:27:44.366484] [INFO ] [sig       ] [2195/3539] Completed NFBK in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-30T20:27:44.366523] [INFO ] [sig       ] [2196/3539] Forecasting NFE...
[2025-12-30T20:27:44.366551] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-30T20:27:44.366598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-30T20:27:44.378459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-30T20:27:44.378784] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-30T20:27:44.379591] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-30T20:27:44.379646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:44.379719] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:44.379749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:44.379808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:44.440891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:44.441607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:44.441691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:44.441724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:44.563925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:44.564085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:44.564155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:44.564194] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:44.567730] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2025-12-30T20:27:44.568004] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-30T20:27:44.568132] [INFO ] [sig       ] NFE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:44.717736] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NFE.txt
[2025-12-30T20:27:44.717861] [INFO ] [sig       ] [2196/3539] Completed NFE in 0.4s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:44.717899] [INFO ] [sig       ] [2197/3539] Forecasting NFG...
[2025-12-30T20:27:44.717928] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-30T20:27:44.717964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-30T20:27:44.729050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-30T20:27:44.729345] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-30T20:27:44.730149] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-30T20:27:44.730203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:44.730236] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:44.730264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:44.730323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:44.791095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:44.791813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:44.791897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:44.791931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:44.912260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:44.912420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:44.912463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:44.912493] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:44.915911] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-30T20:27:44.916187] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-30T20:27:44.916312] [INFO ] [sig       ] NFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:45.065318] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NFG.txt
[2025-12-30T20:27:45.065448] [INFO ] [sig       ] [2197/3539] Completed NFG in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:45.065489] [INFO ] [sig       ] [2198/3539] Forecasting NFJ...
[2025-12-30T20:27:45.065522] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-30T20:27:45.065553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-30T20:27:45.076962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-30T20:27:45.077252] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-30T20:27:45.078049] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-30T20:27:45.078103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:45.078137] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:45.078165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:45.078224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:45.142051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:45.142798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:45.142887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:45.142924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:45.261754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:45.261912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:45.261955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:45.261985] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:45.265423] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-30T20:27:45.265728] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-30T20:27:45.265858] [INFO ] [sig       ] NFJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:45.414324] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NFJ.txt
[2025-12-30T20:27:45.414464] [INFO ] [sig       ] [2198/3539] Completed NFJ in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:45.414504] [INFO ] [sig       ] [2199/3539] Forecasting NFLX...
[2025-12-30T20:27:45.414533] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-30T20:27:45.414563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-30T20:27:45.426266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-30T20:27:45.426556] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-30T20:27:45.427364] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-30T20:27:45.427417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:45.427450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:45.427479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:45.427540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:45.488312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:45.489131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:45.489218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:45.489257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:45.607740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:45.607895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:45.607936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:45.607999] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:45.611544] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=59.59%)
[2025-12-30T20:27:45.611846] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-30T20:27:45.611975] [INFO ] [sig       ] NFLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:45.762088] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NFLX.txt
[2025-12-30T20:27:45.762239] [INFO ] [sig       ] [2199/3539] Completed NFLX in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:45.762282] [INFO ] [sig       ] [2200/3539] Forecasting NFTY...
[2025-12-30T20:27:45.762315] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-30T20:27:45.762348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-30T20:27:45.773117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-30T20:27:45.773404] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-30T20:27:45.774201] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-30T20:27:45.774257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:45.774292] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:45.774320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:45.774379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:45.834913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:45.835767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:45.835852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:45.835885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:45.955924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:45.956109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:45.956155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:45.956185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:45.959709] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-12-30T20:27:45.960000] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-30T20:27:45.960135] [INFO ] [sig       ] NFTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:46.108548] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NFTY.txt
[2025-12-30T20:27:46.108754] [INFO ] [sig       ] [2200/3539] Completed NFTY in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:46.108814] [INFO ] [sig       ] [2201/3539] Forecasting NGG...
[2025-12-30T20:27:46.108864] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-30T20:27:46.108908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-30T20:27:46.120522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-30T20:27:46.120909] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-30T20:27:46.121740] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-30T20:27:46.121795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:46.121828] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:46.121856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:46.121923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:46.182134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:46.183032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:46.183118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:46.183151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:46.306465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:46.306636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:46.306682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:46.306714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:46.310225] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-30T20:27:46.310505] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-30T20:27:46.310648] [INFO ] [sig       ] NGG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:46.449380] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NGG.txt
[2025-12-30T20:27:46.449513] [INFO ] [sig       ] [2201/3539] Completed NGG in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:46.449554] [INFO ] [sig       ] [2202/3539] Forecasting NGL...
[2025-12-30T20:27:46.449607] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-30T20:27:46.449643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-30T20:27:46.460492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-30T20:27:46.460797] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-30T20:27:46.461598] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-30T20:27:46.461651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:46.461685] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:46.461713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:46.461773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:46.522392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:46.523219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:46.523309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:46.523344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:46.640772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:46.640933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:46.640979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:46.641009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:46.644420] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-30T20:27:46.644718] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-30T20:27:46.644848] [INFO ] [sig       ] NGL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:46.796883] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NGL.txt
[2025-12-30T20:27:46.797030] [INFO ] [sig       ] [2202/3539] Completed NGL in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:46.797072] [INFO ] [sig       ] [2203/3539] Forecasting NGNE...
[2025-12-30T20:27:46.797103] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-30T20:27:46.797134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-30T20:27:46.808836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-30T20:27:46.809133] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-30T20:27:46.809945] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-30T20:27:46.809998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:46.810033] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:46.810062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:46.810124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:46.870005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:46.870698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:46.870782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:46.870817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:46.989376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:46.989533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:46.989595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:46.989633] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:46.993036] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-30T20:27:46.993322] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-30T20:27:46.993447] [INFO ] [sig       ] NGNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:47.142138] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NGNE.txt
[2025-12-30T20:27:47.142265] [INFO ] [sig       ] [2203/3539] Completed NGNE in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:47.142303] [INFO ] [sig       ] [2204/3539] Forecasting NGS...
[2025-12-30T20:27:47.142333] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-30T20:27:47.142362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-30T20:27:47.153594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-30T20:27:47.153907] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-30T20:27:47.154669] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-30T20:27:47.154721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:47.154751] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:47.154778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:47.154835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:47.212771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:47.213621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:47.213708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:47.213740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:47.331591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:47.331747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:47.331791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:47.331821] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:47.335267] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-30T20:27:47.335549] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-30T20:27:47.335711] [INFO ] [sig       ] NGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:47.486449] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NGS.txt
[2025-12-30T20:27:47.486632] [INFO ] [sig       ] [2204/3539] Completed NGS in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:47.486674] [INFO ] [sig       ] [2205/3539] Forecasting NGVC...
[2025-12-30T20:27:47.486704] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-30T20:27:47.486734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-30T20:27:47.498121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-30T20:27:47.498409] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-30T20:27:47.499259] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-30T20:27:47.499311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:47.499341] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:47.499367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:47.499424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:47.559669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:47.560406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:47.560491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:47.560525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:47.680878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:47.681036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:47.681076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:47.681104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:47.684412] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-30T20:27:47.684699] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-30T20:27:47.684821] [INFO ] [sig       ] NGVC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:47.827820] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NGVC.txt
[2025-12-30T20:27:47.827959] [INFO ] [sig       ] [2205/3539] Completed NGVC in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:47.827998] [INFO ] [sig       ] [2206/3539] Forecasting NHI...
[2025-12-30T20:27:47.828027] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-30T20:27:47.828059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-30T20:27:47.839678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-30T20:27:47.840056] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-30T20:27:47.840851] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-30T20:27:47.840914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:47.840947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:47.840975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:47.841032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:47.898280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:47.899156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:47.899274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:47.899307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:48.016145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:48.016303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:48.016345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:48.016374] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:48.019703] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-30T20:27:48.019967] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-30T20:27:48.020088] [INFO ] [sig       ] NHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:48.161992] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NHI.txt
[2025-12-30T20:27:48.162148] [INFO ] [sig       ] [2206/3539] Completed NHI in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:48.162188] [INFO ] [sig       ] [2207/3539] Forecasting NHTC...
[2025-12-30T20:27:48.162217] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-30T20:27:48.162248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-30T20:27:48.176647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-30T20:27:48.177245] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-30T20:27:48.178286] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-30T20:27:48.178371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:48.178407] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:48.178439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:48.178502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:48.237347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:48.238507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:48.238635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:48.238675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:48.351039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:48.351279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:48.351326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:48.351355] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:48.355185] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-30T20:27:48.355513] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-30T20:27:48.355665] [INFO ] [sig       ] NHTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:48.500776] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NHTC.txt
[2025-12-30T20:27:48.500959] [INFO ] [sig       ] [2207/3539] Completed NHTC in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:48.501002] [INFO ] [sig       ] [2208/3539] Forecasting NI...
[2025-12-30T20:27:48.501031] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-30T20:27:48.501065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-30T20:27:48.514903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-30T20:27:48.515314] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-30T20:27:48.516150] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-30T20:27:48.516203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:48.516235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:48.516261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:48.516319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:48.572085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:48.572693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:48.572778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:48.572809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:48.695548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:48.695729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:48.695784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:48.695815] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:48.699315] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-30T20:27:48.699599] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-30T20:27:48.699727] [INFO ] [sig       ] NI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:48.838585] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NI.txt
[2025-12-30T20:27:48.838759] [INFO ] [sig       ] [2208/3539] Completed NI in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:48.838801] [INFO ] [sig       ] [2209/3539] Forecasting NIC...
[2025-12-30T20:27:48.838831] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-30T20:27:48.838864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-30T20:27:48.850858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-30T20:27:48.851121] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-30T20:27:48.851917] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-30T20:27:48.851968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:48.852000] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:48.852026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:48.852083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:48.908072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:48.908826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:48.908908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:48.908939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:49.024291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:49.024461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:49.024502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:49.024531] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:49.027882] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2025-12-30T20:27:49.028145] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-30T20:27:49.028264] [INFO ] [sig       ] NIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:49.167674] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NIC.txt
[2025-12-30T20:27:49.167827] [INFO ] [sig       ] [2209/3539] Completed NIC in 0.3s | 2.89 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-30T20:27:49.167872] [INFO ] [sig       ] [2210/3539] Forecasting NICE...
[2025-12-30T20:27:49.167903] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-30T20:27:49.167934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-30T20:27:49.180871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-30T20:27:49.181282] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-30T20:27:49.182132] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-30T20:27:49.182184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:49.182217] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:49.182243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:49.182301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:49.243789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:49.244747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:49.244838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:49.244870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:49.371399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:49.371583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:49.371629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:49.371656] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:49.375071] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-30T20:27:49.375355] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-30T20:27:49.375484] [INFO ] [sig       ] NICE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:49.527183] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NICE.txt
[2025-12-30T20:27:49.527380] [INFO ] [sig       ] [2210/3539] Completed NICE in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-30T20:27:49.527424] [INFO ] [sig       ] [2211/3539] Forecasting NIE...
[2025-12-30T20:27:49.527455] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-30T20:27:49.527487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-30T20:27:49.539872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-30T20:27:49.540263] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-30T20:27:49.541119] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-30T20:27:49.541173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:49.541204] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:49.541230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:49.541287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:49.603551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:49.604497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:49.604609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:49.604645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:49.724098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:49.724259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:49.724299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:49.724327] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:49.727658] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-30T20:27:49.727946] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-30T20:27:49.728086] [INFO ] [sig       ] NIE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:49.871392] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NIE.txt
[2025-12-30T20:27:49.871546] [INFO ] [sig       ] [2211/3539] Completed NIE in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-30T20:27:49.871632] [INFO ] [sig       ] [2212/3539] Forecasting NIKL...
[2025-12-30T20:27:49.871664] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-30T20:27:49.871695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-30T20:27:49.882585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-30T20:27:49.882906] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-30T20:27:49.883687] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-30T20:27:49.883738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:49.883769] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:49.883794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:49.883851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:49.940637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:49.941502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:49.941608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:49.941643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:50.058452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:50.058626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:50.058669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:50.058697] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:50.062131] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-12-30T20:27:50.062420] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-30T20:27:50.062550] [INFO ] [sig       ] NIKL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:50.206310] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NIKL.txt
[2025-12-30T20:27:50.206489] [INFO ] [sig       ] [2212/3539] Completed NIKL in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-30T20:27:50.206529] [INFO ] [sig       ] [2213/3539] Forecasting NIM...
[2025-12-30T20:27:50.206559] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-30T20:27:50.206607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-30T20:27:50.218548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-30T20:27:50.218944] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-30T20:27:50.219735] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-30T20:27:50.219787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:50.219844] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:50.219872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:50.219930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:50.276963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:50.277829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:50.277916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:50.277949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:50.381643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:50.381797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:50.381868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:50.381899] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:50.385170] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-30T20:27:50.385439] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-30T20:27:50.385557] [INFO ] [sig       ] NIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:50.525419] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NIM.txt
[2025-12-30T20:27:50.525562] [INFO ] [sig       ] [2213/3539] Completed NIM in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:50.525621] [INFO ] [sig       ] [2214/3539] Forecasting NIO...
[2025-12-30T20:27:50.525650] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-30T20:27:50.525682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-30T20:27:50.536945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-30T20:27:50.537233] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-30T20:27:50.538020] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-30T20:27:50.538072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:50.538103] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:50.538129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:50.538185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:50.594206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:50.594910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:50.594991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:50.595023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:50.715874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:50.716025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:50.716064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:50.716092] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:50.719389] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-30T20:27:50.719674] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-30T20:27:50.719793] [INFO ] [sig       ] NIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:50.860332] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NIO.txt
[2025-12-30T20:27:50.860468] [INFO ] [sig       ] [2214/3539] Completed NIO in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:50.860506] [INFO ] [sig       ] [2215/3539] Forecasting NIPG...
[2025-12-30T20:27:50.860534] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-30T20:27:50.860565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-30T20:27:50.871627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-30T20:27:50.871920] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-30T20:27:50.872765] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-30T20:27:50.872818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:50.872851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:50.872878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:50.872935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:50.931550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:50.932171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:50.932251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:50.932283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:51.046355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:51.046449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:51.046484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:51.046512] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:51.049570] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-12-30T20:27:51.049844] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-30T20:27:51.049963] [INFO ] [sig       ] NIPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:51.193220] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NIPG.txt
[2025-12-30T20:27:51.193366] [INFO ] [sig       ] [2215/3539] Completed NIPG in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:51.193410] [INFO ] [sig       ] [2216/3539] Forecasting NISN...
[2025-12-30T20:27:51.193439] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-30T20:27:51.193470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-30T20:27:51.204628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-30T20:27:51.204896] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-30T20:27:51.205735] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-30T20:27:51.205788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:51.205819] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:51.205846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:51.205905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:51.263194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:51.263798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:51.263877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:51.263909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:51.369470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:51.369620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:51.369665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:51.369721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:51.373035] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-30T20:27:51.373307] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-30T20:27:51.373434] [INFO ] [sig       ] NISN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:51.513057] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NISN.txt
[2025-12-30T20:27:51.513168] [INFO ] [sig       ] [2216/3539] Completed NISN in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:51.513207] [INFO ] [sig       ] [2217/3539] Forecasting NITO...
[2025-12-30T20:27:51.513236] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-30T20:27:51.513268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-30T20:27:51.524351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-30T20:27:51.524645] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-30T20:27:51.525441] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-30T20:27:51.525496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:51.525553] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:51.525607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:51.525671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:51.583268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:51.583869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:51.583946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:51.583977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:51.698530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:51.698648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:51.698684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:51.698731] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:51.701829] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-30T20:27:51.702090] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-30T20:27:51.702207] [INFO ] [sig       ] NITO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:51.844099] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NITO.txt
[2025-12-30T20:27:51.844237] [INFO ] [sig       ] [2217/3539] Completed NITO in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:51.844276] [INFO ] [sig       ] [2218/3539] Forecasting NKSH...
[2025-12-30T20:27:51.844305] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-30T20:27:51.844337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-30T20:27:51.855562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-30T20:27:51.855888] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-30T20:27:51.856795] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-30T20:27:51.856849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:51.856882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:51.856908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:51.856968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:51.914839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:51.915451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:51.915531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:51.915563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:52.019084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:52.019215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:52.019252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:52.019280] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:52.022491] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-30T20:27:52.022774] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-30T20:27:52.022893] [INFO ] [sig       ] NKSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:52.162813] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NKSH.txt
[2025-12-30T20:27:52.162939] [INFO ] [sig       ] [2218/3539] Completed NKSH in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:52.162977] [INFO ] [sig       ] [2219/3539] Forecasting NKTX...
[2025-12-30T20:27:52.163006] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-30T20:27:52.163037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-30T20:27:52.174526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-30T20:27:52.174838] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-30T20:27:52.175651] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-30T20:27:52.175704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:52.175736] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:52.175763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:52.175820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:52.234907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:52.235539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:52.235637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:52.235673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:52.348880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:52.349041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:52.349081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:52.349109] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:52.352425] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-30T20:27:52.352708] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-30T20:27:52.352829] [INFO ] [sig       ] NKTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:52.492355] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NKTX.txt
[2025-12-30T20:27:52.492480] [INFO ] [sig       ] [2219/3539] Completed NKTX in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:52.492518] [INFO ] [sig       ] [2220/3539] Forecasting NKX...
[2025-12-30T20:27:52.492547] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-30T20:27:52.492595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-30T20:27:52.504110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-30T20:27:52.504380] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-30T20:27:52.505165] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-30T20:27:52.505219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:52.505251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:52.505278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:52.505335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:52.562425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:52.563048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:52.563127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:52.563160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:52.680523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:52.680689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:52.680729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:52.680758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:52.684069] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-12-30T20:27:52.684335] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-30T20:27:52.684456] [INFO ] [sig       ] NKX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:52.827381] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NKX.txt
[2025-12-30T20:27:52.827526] [INFO ] [sig       ] [2220/3539] Completed NKX in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:52.827566] [INFO ] [sig       ] [2221/3539] Forecasting NLOP...
[2025-12-30T20:27:52.827625] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-30T20:27:52.827659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-30T20:27:52.838885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-30T20:27:52.839170] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-30T20:27:52.840046] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-30T20:27:52.840100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:52.840132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:52.840159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:52.840218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:52.898690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:52.899299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:52.899379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:52.899412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:53.012983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:53.013138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:53.013178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:53.013205] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:53.016480] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-30T20:27:53.016766] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-30T20:27:53.016893] [INFO ] [sig       ] NLOP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:53.156240] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NLOP.txt
[2025-12-30T20:27:53.156361] [INFO ] [sig       ] [2221/3539] Completed NLOP in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:53.156399] [INFO ] [sig       ] [2222/3539] Forecasting NLY...
[2025-12-30T20:27:53.156427] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-30T20:27:53.156456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-30T20:27:53.168816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-30T20:27:53.169093] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-30T20:27:53.169940] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-30T20:27:53.169993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:53.170024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:53.170050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:53.170108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:53.228537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:53.229327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:53.229413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:53.229446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:53.348277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:53.348441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:53.348481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:53.348510] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:53.351900] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-30T20:27:53.352195] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-30T20:27:53.352324] [INFO ] [sig       ] NLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:53.492910] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NLY.txt
[2025-12-30T20:27:53.493063] [INFO ] [sig       ] [2222/3539] Completed NLY in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:53.493102] [INFO ] [sig       ] [2223/3539] Forecasting NMAI...
[2025-12-30T20:27:53.493131] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-30T20:27:53.493162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-30T20:27:53.505154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-30T20:27:53.505500] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-30T20:27:53.506276] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-30T20:27:53.506329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:53.506360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:53.506389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:53.506447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:53.564738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:53.565498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:53.565641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:53.565677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:53.683792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:53.683951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:53.683993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:53.684022] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:53.687399] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-30T20:27:53.687695] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-30T20:27:53.687825] [INFO ] [sig       ] NMAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:53.833040] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMAI.txt
[2025-12-30T20:27:53.833198] [INFO ] [sig       ] [2223/3539] Completed NMAI in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:53.833241] [INFO ] [sig       ] [2224/3539] Forecasting NMCO...
[2025-12-30T20:27:53.833270] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-30T20:27:53.833300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-30T20:27:53.845434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-30T20:27:53.845764] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-30T20:27:53.846519] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-30T20:27:53.846588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:53.846631] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:53.846667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:53.846726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:53.905770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:53.906366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:53.906448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:53.906481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:54.023848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:54.023955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:54.023991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:54.024033] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:54.027123] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-30T20:27:54.027383] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-30T20:27:54.027499] [INFO ] [sig       ] NMCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:54.167074] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NMCO.txt
[2025-12-30T20:27:54.167187] [INFO ] [sig       ] [2224/3539] Completed NMCO in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:54.167225] [INFO ] [sig       ] [2225/3539] Forecasting NMFC...
[2025-12-30T20:27:54.167252] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-30T20:27:54.167282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-30T20:27:54.179117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-30T20:27:54.179398] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-30T20:27:54.180166] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-30T20:27:54.180218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:54.180250] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:54.180276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:54.180334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:54.237931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:54.238549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:54.238646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:54.238679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:54.357824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:54.357962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:54.358002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:54.358030] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:54.361363] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=39.23%)
[2025-12-30T20:27:54.361671] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-30T20:27:54.361796] [INFO ] [sig       ] NMFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:54.503083] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NMFC.txt
[2025-12-30T20:27:54.503192] [INFO ] [sig       ] [2225/3539] Completed NMFC in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:54.503231] [INFO ] [sig       ] [2226/3539] Forecasting NMG...
[2025-12-30T20:27:54.503260] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-30T20:27:54.503290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-30T20:27:54.515080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-30T20:27:54.515376] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-30T20:27:54.516258] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-30T20:27:54.516313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:54.516347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:54.516374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:54.516432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:54.575749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:54.576360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:54.576441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:54.576484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:54.691597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:54.691738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:54.691776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:54.691804] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:54.695075] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-30T20:27:54.695350] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-30T20:27:54.695474] [INFO ] [sig       ] NMG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:54.892279] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMG.txt
[2025-12-30T20:27:54.892471] [INFO ] [sig       ] [2226/3539] Completed NMG in 0.4s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:54.892526] [INFO ] [sig       ] [2227/3539] Forecasting NMI...
[2025-12-30T20:27:54.892567] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-30T20:27:54.892634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-30T20:27:54.904068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-30T20:27:54.904379] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-30T20:27:54.905207] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-30T20:27:54.905260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:54.905293] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:54.905320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:54.905378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:54.965138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:54.965784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:54.965865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:54.965899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:55.071250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:55.071405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:55.071446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:55.071475] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:55.074864] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-30T20:27:55.075128] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-30T20:27:55.075248] [INFO ] [sig       ] NMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:55.219089] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMI.txt
[2025-12-30T20:27:55.219212] [INFO ] [sig       ] [2227/3539] Completed NMI in 0.3s | 2.89 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-30T20:27:55.219250] [INFO ] [sig       ] [2228/3539] Forecasting NMIH...
[2025-12-30T20:27:55.219279] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-30T20:27:55.219309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-30T20:27:55.231710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-30T20:27:55.232066] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-30T20:27:55.232868] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-30T20:27:55.232921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:55.232952] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:55.232991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:55.233050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:55.291156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:55.291859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:55.291942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:55.291974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:55.405243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:55.405401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:55.405447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:55.405476] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:55.408906] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-30T20:27:55.409181] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-30T20:27:55.409309] [INFO ] [sig       ] NMIH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:55.549429] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMIH.txt
[2025-12-30T20:27:55.549609] [INFO ] [sig       ] [2228/3539] Completed NMIH in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-30T20:27:55.549657] [INFO ] [sig       ] [2229/3539] Forecasting NMM...
[2025-12-30T20:27:55.549686] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-30T20:27:55.549719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-30T20:27:55.561591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-30T20:27:55.561902] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-30T20:27:55.562681] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-30T20:27:55.562733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:55.562765] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:55.562790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:55.562846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:55.619980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:55.620865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:55.620952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:55.620992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:55.738697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:55.738874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:55.738916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:55.738945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:55.742412] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-30T20:27:55.742699] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-30T20:27:55.742822] [INFO ] [sig       ] NMM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:55.887677] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMM.txt
[2025-12-30T20:27:55.887868] [INFO ] [sig       ] [2229/3539] Completed NMM in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-30T20:27:55.887911] [INFO ] [sig       ] [2230/3539] Forecasting NMRA...
[2025-12-30T20:27:55.887941] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-30T20:27:55.887971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-30T20:27:55.899989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-30T20:27:55.900347] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-30T20:27:55.901130] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-30T20:27:55.901183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:55.901241] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:55.901269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:55.901327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:55.958148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:55.958966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:55.959054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:55.959086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:56.076128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:56.076294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:56.076336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:56.076363] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:56.079896] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-30T20:27:56.080187] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-30T20:27:56.080313] [INFO ] [sig       ] NMRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:56.225715] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMRA.txt
[2025-12-30T20:27:56.225872] [INFO ] [sig       ] [2230/3539] Completed NMRA in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-30T20:27:56.225913] [INFO ] [sig       ] [2231/3539] Forecasting NMRK...
[2025-12-30T20:27:56.225942] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-30T20:27:56.225974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-30T20:27:56.238100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-30T20:27:56.238452] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-30T20:27:56.239243] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-30T20:27:56.239294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:56.239325] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:56.239351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:56.239409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:56.296704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:56.297531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:56.297638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:56.297672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:56.421012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:56.421171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:56.421213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:56.421242] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:56.424510] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-30T20:27:56.424798] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-30T20:27:56.424926] [INFO ] [sig       ] NMRK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:56.565913] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NMRK.txt
[2025-12-30T20:27:56.566056] [INFO ] [sig       ] [2231/3539] Completed NMRK in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:56.566096] [INFO ] [sig       ] [2232/3539] Forecasting NN...
[2025-12-30T20:27:56.566125] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-30T20:27:56.566182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-30T20:27:56.577743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-30T20:27:56.578096] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-30T20:27:56.578986] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-30T20:27:56.579041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:56.579074] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:56.579101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:56.579159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:56.640084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:56.640939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:56.641028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:56.641062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:56.757779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:56.757898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:56.757935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:56.757963] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:56.761200] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-30T20:27:56.761476] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-30T20:27:56.761616] [INFO ] [sig       ] NN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:56.901749] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NN.txt
[2025-12-30T20:27:56.901875] [INFO ] [sig       ] [2232/3539] Completed NN in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:56.901913] [INFO ] [sig       ] [2233/3539] Forecasting NNDM...
[2025-12-30T20:27:56.901942] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-30T20:27:56.901973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-30T20:27:56.913783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-30T20:27:56.914062] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-30T20:27:56.914822] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-30T20:27:56.914875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:56.914906] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:56.914933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:56.914990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:56.972789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:56.973566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:56.973668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:56.973701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:57.096970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:57.097150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:57.097191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:57.097262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:57.100863] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2025-12-30T20:27:57.101146] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-30T20:27:57.101282] [INFO ] [sig       ] NNDM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:57.242387] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NNDM.txt
[2025-12-30T20:27:57.242537] [INFO ] [sig       ] [2233/3539] Completed NNDM in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:57.242594] [INFO ] [sig       ] [2234/3539] Forecasting NNE...
[2025-12-30T20:27:57.242627] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-30T20:27:57.242659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-30T20:27:57.254457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-30T20:27:57.254843] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-30T20:27:57.255631] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-30T20:27:57.255683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:57.255714] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:57.255741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:57.255798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:57.315658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:57.316472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:57.316556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:57.316608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:57.438943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:57.439096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:57.439135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:57.439163] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:57.443068] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-30T20:27:57.443352] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-30T20:27:57.443480] [INFO ] [sig       ] NNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:57.590786] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NNE.txt
[2025-12-30T20:27:57.590932] [INFO ] [sig       ] [2234/3539] Completed NNE in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:57.590972] [INFO ] [sig       ] [2235/3539] Forecasting NNI...
[2025-12-30T20:27:57.591001] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-30T20:27:57.591032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-30T20:27:57.605530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-30T20:27:57.606084] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-30T20:27:57.607070] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-30T20:27:57.607127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:57.607159] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:57.607185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:57.607248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:57.672962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:57.673973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:57.674074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:57.674119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:57.802469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:57.802672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:57.802726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:57.802756] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:57.806604] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-30T20:27:57.806933] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-30T20:27:57.807089] [INFO ] [sig       ] NNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:57.963532] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NNI.txt
[2025-12-30T20:27:57.963729] [INFO ] [sig       ] [2235/3539] Completed NNI in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:57.963785] [INFO ] [sig       ] [2236/3539] Forecasting NNN...
[2025-12-30T20:27:57.963829] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-30T20:27:57.963872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-30T20:27:57.976770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-30T20:27:57.977151] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-30T20:27:57.977993] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-30T20:27:57.978049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:57.978080] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:57.978107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:57.978170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:58.039558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:58.040491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:58.040607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:58.040644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:58.161290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:58.161453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:58.161496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:58.161523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:58.164855] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-30T20:27:58.165126] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-30T20:27:58.165246] [INFO ] [sig       ] NNN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:58.322990] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NNN.txt
[2025-12-30T20:27:58.323145] [INFO ] [sig       ] [2236/3539] Completed NNN in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:58.323194] [INFO ] [sig       ] [2237/3539] Forecasting NNOX...
[2025-12-30T20:27:58.323225] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-30T20:27:58.323258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-30T20:27:58.334959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-30T20:27:58.335266] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-30T20:27:58.336073] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-30T20:27:58.336125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:58.336157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:58.336183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:58.336241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:58.395304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:58.396026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:58.396109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:58.396144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:58.524319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:58.524505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:58.524556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:58.524764] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:58.529319] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-30T20:27:58.529646] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-30T20:27:58.529781] [INFO ] [sig       ] NNOX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:58.669787] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NNOX.txt
[2025-12-30T20:27:58.669919] [INFO ] [sig       ] [2237/3539] Completed NNOX in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:58.669958] [INFO ] [sig       ] [2238/3539] Forecasting NNY...
[2025-12-30T20:27:58.669986] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-30T20:27:58.670016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-30T20:27:58.680668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-30T20:27:58.680941] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-30T20:27:58.681713] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-30T20:27:58.681765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:58.681797] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:58.681823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:58.681880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:58.738644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:58.739328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:58.739409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:58.739441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:58.847831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:58.847978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:58.848018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:58.848048] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:58.851424] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-30T20:27:58.851725] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-30T20:27:58.851853] [INFO ] [sig       ] NNY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:27:58.994925] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NNY.txt
[2025-12-30T20:27:58.995057] [INFO ] [sig       ] [2238/3539] Completed NNY in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:58.995096] [INFO ] [sig       ] [2239/3539] Forecasting NOA...
[2025-12-30T20:27:58.995125] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-30T20:27:58.995155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-30T20:27:59.006830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-30T20:27:59.007181] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-30T20:27:59.008255] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-30T20:27:59.008325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:59.008373] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:59.008411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:59.008480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:59.068054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:59.068768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:59.068852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:59.068886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:59.192144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:59.192319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:59.192362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:59.192391] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:59.195825] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-30T20:27:59.196098] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-30T20:27:59.196225] [INFO ] [sig       ] NOA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:59.338707] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NOA.txt
[2025-12-30T20:27:59.338879] [INFO ] [sig       ] [2239/3539] Completed NOA in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:59.338919] [INFO ] [sig       ] [2240/3539] Forecasting NOAH...
[2025-12-30T20:27:59.338947] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-30T20:27:59.338978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-30T20:27:59.350220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-30T20:27:59.350503] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-30T20:27:59.351273] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-30T20:27:59.351324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:59.351354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:59.351381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:59.351437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:59.409852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:59.410611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:59.410725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:59.410760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:59.530903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:59.531061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:59.531101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:59.531131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:59.534566] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-30T20:27:59.534866] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-30T20:27:59.534994] [INFO ] [sig       ] NOAH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:27:59.679706] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NOAH.txt
[2025-12-30T20:27:59.679843] [INFO ] [sig       ] [2240/3539] Completed NOAH in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:27:59.679883] [INFO ] [sig       ] [2241/3539] Forecasting NODK...
[2025-12-30T20:27:59.679913] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-30T20:27:59.679946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-30T20:27:59.689690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-30T20:27:59.689977] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-30T20:27:59.690772] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-30T20:27:59.690825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:27:59.690886] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:27:59.690916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:27:59.690977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:27:59.752109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:27:59.752954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:27:59.753038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:27:59.753072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:27:59.854838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:27:59.855001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:27:59.855044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:27:59.855078] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:27:59.858536] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-30T20:27:59.858855] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-30T20:27:59.858977] [INFO ] [sig       ] NODK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:00.002334] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NODK.txt
[2025-12-30T20:28:00.002513] [INFO ] [sig       ] [2241/3539] Completed NODK in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:28:00.002559] [INFO ] [sig       ] [2242/3539] Forecasting NOG...
[2025-12-30T20:28:00.002613] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-30T20:28:00.002648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-30T20:28:00.015316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-30T20:28:00.015704] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-30T20:28:00.016482] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-30T20:28:00.016541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:00.016594] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:00.016625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:00.016683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:00.079047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:00.080119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:00.080206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:00.080240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:00.207145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:00.207324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:00.207366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:00.207394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:00.210813] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-30T20:28:00.211085] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-30T20:28:00.211210] [INFO ] [sig       ] NOG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:00.353559] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NOG.txt
[2025-12-30T20:28:00.353723] [INFO ] [sig       ] [2242/3539] Completed NOG in 0.4s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:28:00.353762] [INFO ] [sig       ] [2243/3539] Forecasting NOMD...
[2025-12-30T20:28:00.353792] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-30T20:28:00.353823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-30T20:28:00.365265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-30T20:28:00.365636] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-30T20:28:00.366419] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-30T20:28:00.366474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:00.366509] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:00.366538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:00.366615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:00.425944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:00.426786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:00.426873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:00.426908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:00.551324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:00.551435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:00.551476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:00.551510] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:00.555698] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-30T20:28:00.556014] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-30T20:28:00.556151] [INFO ] [sig       ] NOMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:00.701044] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NOMD.txt
[2025-12-30T20:28:00.701222] [INFO ] [sig       ] [2243/3539] Completed NOMD in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:28:00.701262] [INFO ] [sig       ] [2244/3539] Forecasting NOTE...
[2025-12-30T20:28:00.701291] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-30T20:28:00.701322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-30T20:28:00.712869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-30T20:28:00.713219] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-30T20:28:00.714090] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-30T20:28:00.714146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:00.714179] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:00.714207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:00.714268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:00.774135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:00.774943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:00.775027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:00.775063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:00.893529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:00.893673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:00.893721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:00.893752] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:00.897193] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-30T20:28:00.897503] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-30T20:28:00.897657] [INFO ] [sig       ] NOTE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:01.042164] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NOTE.txt
[2025-12-30T20:28:01.042300] [INFO ] [sig       ] [2244/3539] Completed NOTE in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:28:01.042358] [INFO ] [sig       ] [2245/3539] Forecasting NPCE...
[2025-12-30T20:28:01.042389] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-30T20:28:01.042421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-30T20:28:01.053715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-30T20:28:01.054012] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-30T20:28:01.054811] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-30T20:28:01.054866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:01.054898] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:01.054927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:01.054986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:01.115790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:01.116797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:01.116909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:01.116945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:01.238796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:01.238937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:01.238978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:01.239008] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:01.242401] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-30T20:28:01.242705] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-30T20:28:01.242829] [INFO ] [sig       ] NPCE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:01.387186] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NPCE.txt
[2025-12-30T20:28:01.387310] [INFO ] [sig       ] [2245/3539] Completed NPCE in 0.3s | 2.89 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-30T20:28:01.387349] [INFO ] [sig       ] [2246/3539] Forecasting NPFD...
[2025-12-30T20:28:01.387377] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-30T20:28:01.387408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-30T20:28:01.398328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-30T20:28:01.398670] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-30T20:28:01.399451] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-30T20:28:01.399503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:01.399535] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:01.399561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:01.399639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:01.459566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:01.460512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:01.460639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:01.460682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:01.582334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:01.582474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:01.582514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:01.582543] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:01.586307] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-30T20:28:01.586596] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-30T20:28:01.586733] [INFO ] [sig       ] NPFD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:01.735155] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NPFD.txt
[2025-12-30T20:28:01.735310] [INFO ] [sig       ] [2246/3539] Completed NPFD in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-30T20:28:01.735349] [INFO ] [sig       ] [2247/3539] Forecasting NPK...
[2025-12-30T20:28:01.735379] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-30T20:28:01.735410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-30T20:28:01.746471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-30T20:28:01.746860] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-30T20:28:01.747669] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-30T20:28:01.747722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:01.747779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:01.747808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:01.747866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:01.808737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:01.809716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:01.809817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:01.809855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:01.934476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:01.934657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:01.934700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:01.934729] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:01.938513] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-30T20:28:01.938962] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-30T20:28:01.939112] [INFO ] [sig       ] NPK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:02.095947] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NPK.txt
[2025-12-30T20:28:02.096104] [INFO ] [sig       ] [2247/3539] Completed NPK in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-30T20:28:02.096145] [INFO ] [sig       ] [2248/3539] Forecasting NPO...
[2025-12-30T20:28:02.096174] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-30T20:28:02.096204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-30T20:28:02.108047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-30T20:28:02.108410] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-30T20:28:02.109246] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-30T20:28:02.109300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:02.109333] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:02.109359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:02.109417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:02.170080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:02.170981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:02.171065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:02.171099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:02.290552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:02.290749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:02.290795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:02.290841] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:02.294364] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-12-30T20:28:02.294704] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-30T20:28:02.294853] [INFO ] [sig       ] NPO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:02.437562] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NPO.txt
[2025-12-30T20:28:02.437738] [INFO ] [sig       ] [2248/3539] Completed NPO in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:02.437777] [INFO ] [sig       ] [2249/3539] Forecasting NQP...
[2025-12-30T20:28:02.437807] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-30T20:28:02.437838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-30T20:28:02.449681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-30T20:28:02.450043] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-30T20:28:02.450838] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-30T20:28:02.450890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:02.450921] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:02.450948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:02.451005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:02.509669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:02.510539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:02.510646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:02.510682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:02.631899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:02.632062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:02.632106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:02.632137] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:02.635733] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-30T20:28:02.636029] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-30T20:28:02.636165] [INFO ] [sig       ] NQP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:02.785218] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NQP.txt
[2025-12-30T20:28:02.785370] [INFO ] [sig       ] [2249/3539] Completed NQP in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:02.785409] [INFO ] [sig       ] [2250/3539] Forecasting NRC...
[2025-12-30T20:28:02.785439] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-30T20:28:02.785472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-30T20:28:02.797113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-30T20:28:02.797465] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-30T20:28:02.798254] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-30T20:28:02.798307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:02.798338] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:02.798365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:02.798421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:02.857364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:02.858264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:02.858371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:02.858407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:02.978112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:02.978275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:02.978318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:02.978350] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:02.981887] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-30T20:28:02.982177] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-30T20:28:02.982309] [INFO ] [sig       ] NRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:03.135173] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NRC.txt
[2025-12-30T20:28:03.135318] [INFO ] [sig       ] [2250/3539] Completed NRC in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:03.135357] [INFO ] [sig       ] [2251/3539] Forecasting NRDS...
[2025-12-30T20:28:03.135386] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-30T20:28:03.135417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-30T20:28:03.147479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-30T20:28:03.148015] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-30T20:28:03.149022] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-30T20:28:03.149074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:03.149105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:03.149132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:03.149189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:03.208625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:03.209457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:03.209545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:03.209600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:03.326268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:03.326424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:03.326465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:03.326494] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:03.329895] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-30T20:28:03.330188] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-30T20:28:03.330322] [INFO ] [sig       ] NRDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:03.481123] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NRDS.txt
[2025-12-30T20:28:03.481285] [INFO ] [sig       ] [2251/3539] Completed NRDS in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:03.481326] [INFO ] [sig       ] [2252/3539] Forecasting NREF...
[2025-12-30T20:28:03.481355] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-30T20:28:03.481387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-30T20:28:03.493016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-30T20:28:03.493394] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-30T20:28:03.494200] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-30T20:28:03.494253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:03.494284] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:03.494323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:03.494382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:03.550358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:03.551066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:03.551147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:03.551179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:03.670298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:03.670459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:03.670500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:03.670529] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:03.673849] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-12-30T20:28:03.674121] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-30T20:28:03.674244] [INFO ] [sig       ] NREF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:03.813660] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NREF.txt
[2025-12-30T20:28:03.813816] [INFO ] [sig       ] [2252/3539] Completed NREF in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:03.813855] [INFO ] [sig       ] [2253/3539] Forecasting NRG...
[2025-12-30T20:28:03.813884] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-30T20:28:03.813915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-30T20:28:03.825600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-30T20:28:03.825928] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-30T20:28:03.826750] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-30T20:28:03.826804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:03.826837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:03.826865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:03.826924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:03.885780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:03.886725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:03.886817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:03.886853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:04.011678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:04.011836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:04.011877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:04.011905] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:04.015266] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-30T20:28:04.015531] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-30T20:28:04.015679] [INFO ] [sig       ] NRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:04.157042] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NRG.txt
[2025-12-30T20:28:04.157147] [INFO ] [sig       ] [2253/3539] Completed NRG in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:04.157186] [INFO ] [sig       ] [2254/3539] Forecasting NRIM...
[2025-12-30T20:28:04.157215] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-30T20:28:04.157244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-30T20:28:04.169339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-30T20:28:04.169618] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-30T20:28:04.170375] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-30T20:28:04.170427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:04.170458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:04.170485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:04.170542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:04.228071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:04.228743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:04.228827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:04.228860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:04.353038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:04.353187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:04.353227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:04.353255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:04.356907] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-30T20:28:04.357217] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-30T20:28:04.357362] [INFO ] [sig       ] NRIM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:04.497151] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NRIM.txt
[2025-12-30T20:28:04.497273] [INFO ] [sig       ] [2254/3539] Completed NRIM in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:04.497321] [INFO ] [sig       ] [2255/3539] Forecasting NRIX...
[2025-12-30T20:28:04.497352] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-30T20:28:04.497381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-30T20:28:04.509112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-30T20:28:04.509420] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-30T20:28:04.510231] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-30T20:28:04.510284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:04.510314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:04.510341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:04.510397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:04.566253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:04.566977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:04.567058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:04.567089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:04.687548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:04.687726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:04.687766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:04.687794] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:04.691102] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-30T20:28:04.691370] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-30T20:28:04.691489] [INFO ] [sig       ] NRIX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:04.833642] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NRIX.txt
[2025-12-30T20:28:04.833770] [INFO ] [sig       ] [2255/3539] Completed NRIX in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:04.833808] [INFO ] [sig       ] [2256/3539] Forecasting NRK...
[2025-12-30T20:28:04.833838] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-30T20:28:04.833874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-30T20:28:04.845964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-30T20:28:04.846297] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-30T20:28:04.847092] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-30T20:28:04.847144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:04.847177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:04.847203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:04.847260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:04.903694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:04.904318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:04.904397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:04.904429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:05.022007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:05.022164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:05.022203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:05.022231] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:05.025845] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-30T20:28:05.026196] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-30T20:28:05.026374] [INFO ] [sig       ] NRK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:05.173528] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NRK.txt
[2025-12-30T20:28:05.173691] [INFO ] [sig       ] [2256/3539] Completed NRK in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:05.173731] [INFO ] [sig       ] [2257/3539] Forecasting NRP...
[2025-12-30T20:28:05.173761] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-30T20:28:05.173805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-30T20:28:05.185174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-30T20:28:05.185467] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-30T20:28:05.186363] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-30T20:28:05.186418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:05.186451] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:05.186479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:05.186538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:05.246137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:05.247024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:05.247144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:05.247179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:05.363764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:05.363921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:05.363961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:05.363989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:05.367272] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-30T20:28:05.367537] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-30T20:28:05.367675] [INFO ] [sig       ] NRP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:05.514348] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NRP.txt
[2025-12-30T20:28:05.514514] [INFO ] [sig       ] [2257/3539] Completed NRP in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:05.514556] [INFO ] [sig       ] [2258/3539] Forecasting NRXP...
[2025-12-30T20:28:05.514610] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-30T20:28:05.514644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-30T20:28:05.526427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-30T20:28:05.526721] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-30T20:28:05.527499] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-30T20:28:05.527553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:05.527611] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:05.527642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:05.527702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:05.587200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:05.587935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:05.588017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:05.588051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:05.705709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:05.705873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:05.705920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:05.705948] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:05.709265] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2025-12-30T20:28:05.709528] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-30T20:28:05.709672] [INFO ] [sig       ] NRXP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:05.849603] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NRXP.txt
[2025-12-30T20:28:05.849737] [INFO ] [sig       ] [2258/3539] Completed NRXP in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:05.849779] [INFO ] [sig       ] [2259/3539] Forecasting NSC...
[2025-12-30T20:28:05.849810] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-30T20:28:05.849841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-30T20:28:05.861244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-30T20:28:05.861513] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-30T20:28:05.862272] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-30T20:28:05.862325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:05.862356] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:05.862383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:05.862441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:05.919968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:05.920696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:05.920795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:05.920834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:06.041400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:06.041558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:06.041624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:06.041653] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:06.044984] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-12-30T20:28:06.045254] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-30T20:28:06.045374] [INFO ] [sig       ] NSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:06.193140] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NSC.txt
[2025-12-30T20:28:06.193269] [INFO ] [sig       ] [2259/3539] Completed NSC in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:06.193308] [INFO ] [sig       ] [2260/3539] Forecasting NSP...
[2025-12-30T20:28:06.193337] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-30T20:28:06.193368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-30T20:28:06.204302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-30T20:28:06.204607] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-30T20:28:06.205362] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-30T20:28:06.205413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:06.205445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:06.205471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:06.205529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:06.262558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:06.263312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:06.263395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:06.263428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:06.389480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:06.389666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:06.389714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:06.389745] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:06.393298] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-30T20:28:06.393681] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-30T20:28:06.393830] [INFO ] [sig       ] NSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:06.545790] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NSP.txt
[2025-12-30T20:28:06.545951] [INFO ] [sig       ] [2260/3539] Completed NSP in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:06.545990] [INFO ] [sig       ] [2261/3539] Forecasting NSSC...
[2025-12-30T20:28:06.546020] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-30T20:28:06.546050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-30T20:28:06.556985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-30T20:28:06.557275] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-30T20:28:06.558052] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-30T20:28:06.558104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:06.558135] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:06.558161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:06.558219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:06.616842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:06.617489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:06.617589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:06.617626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:06.739382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:06.739543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:06.739605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:06.739637] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:06.743160] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-30T20:28:06.743449] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-30T20:28:06.743621] [INFO ] [sig       ] NSSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:06.892883] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NSSC.txt
[2025-12-30T20:28:06.893042] [INFO ] [sig       ] [2261/3539] Completed NSSC in 0.3s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:06.893083] [INFO ] [sig       ] [2262/3539] Forecasting NTAP...
[2025-12-30T20:28:06.893113] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-30T20:28:06.893147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-30T20:28:06.908348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-30T20:28:06.908804] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-30T20:28:06.909641] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-30T20:28:06.909693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:06.909726] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:06.909755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:06.909815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:06.978287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:06.979210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:06.979313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:06.979347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:07.101600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:07.101755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:07.101797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:07.101827] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:07.105293] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-30T20:28:07.105600] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-30T20:28:07.105731] [INFO ] [sig       ] NTAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:07.248775] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTAP.txt
[2025-12-30T20:28:07.248916] [INFO ] [sig       ] [2262/3539] Completed NTAP in 0.4s | 2.89 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-30T20:28:07.248956] [INFO ] [sig       ] [2263/3539] Forecasting NTB...
[2025-12-30T20:28:07.248986] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-30T20:28:07.249019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-30T20:28:07.260282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-30T20:28:07.260624] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-30T20:28:07.261428] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-30T20:28:07.261482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:07.261515] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:07.261544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:07.261626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:07.320035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:07.320709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:07.320804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:07.320849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:07.438935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:07.439089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:07.439132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:07.439162] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:07.442550] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=84.39%)
[2025-12-30T20:28:07.442850] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-30T20:28:07.442977] [INFO ] [sig       ] NTB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:07.584191] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NTB.txt
[2025-12-30T20:28:07.584320] [INFO ] [sig       ] [2263/3539] Completed NTB in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-30T20:28:07.584358] [INFO ] [sig       ] [2264/3539] Forecasting NTES...
[2025-12-30T20:28:07.584387] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-30T20:28:07.584417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-30T20:28:07.596237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-30T20:28:07.596550] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-30T20:28:07.597336] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-30T20:28:07.597389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:07.597447] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:07.597477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:07.597537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:07.656339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:07.657092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:07.657177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:07.657210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:07.777744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:07.777899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:07.777940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:07.777968] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:07.781276] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-30T20:28:07.781544] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-30T20:28:07.781685] [INFO ] [sig       ] NTES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:07.925807] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NTES.txt
[2025-12-30T20:28:07.925933] [INFO ] [sig       ] [2264/3539] Completed NTES in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-30T20:28:07.925971] [INFO ] [sig       ] [2265/3539] Forecasting NTIC...
[2025-12-30T20:28:07.926001] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-30T20:28:07.926032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-30T20:28:07.936858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-30T20:28:07.937152] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-30T20:28:07.937973] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-30T20:28:07.938038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:07.938072] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:07.938100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:07.938160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:07.996933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:07.997570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:07.997668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:07.997703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:08.107159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:08.107312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:08.107354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:08.107383] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:08.110804] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-30T20:28:08.111079] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-30T20:28:08.111203] [INFO ] [sig       ] NTIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:08.254400] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTIC.txt
[2025-12-30T20:28:08.254533] [INFO ] [sig       ] [2265/3539] Completed NTIC in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:08.254589] [INFO ] [sig       ] [2266/3539] Forecasting NTLA...
[2025-12-30T20:28:08.254621] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-30T20:28:08.254651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-30T20:28:08.265564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-30T20:28:08.265874] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-30T20:28:08.266644] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-30T20:28:08.266697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:08.266729] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:08.266757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:08.266814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:08.324896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:08.325556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:08.325654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:08.325689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:08.449139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:08.449287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:08.449329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:08.449360] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:08.453080] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-12-30T20:28:08.453367] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-30T20:28:08.453493] [INFO ] [sig       ] NTLA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:08.595735] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTLA.txt
[2025-12-30T20:28:08.595858] [INFO ] [sig       ] [2266/3539] Completed NTLA in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:08.595895] [INFO ] [sig       ] [2267/3539] Forecasting NTNX...
[2025-12-30T20:28:08.595925] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-30T20:28:08.595956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-30T20:28:08.606679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-30T20:28:08.606954] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-30T20:28:08.607715] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-30T20:28:08.607771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:08.607802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:08.607828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:08.607885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:08.664475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:08.665142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:08.665222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:08.665254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:08.783595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:08.783750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:08.783797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:08.783856] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:08.787233] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-12-30T20:28:08.787513] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-30T20:28:08.787656] [INFO ] [sig       ] NTNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:08.928151] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTNX.txt
[2025-12-30T20:28:08.928268] [INFO ] [sig       ] [2267/3539] Completed NTNX in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:08.928306] [INFO ] [sig       ] [2268/3539] Forecasting NTRA...
[2025-12-30T20:28:08.928335] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-30T20:28:08.928366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-30T20:28:08.939554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-30T20:28:08.939861] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-30T20:28:08.940637] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-30T20:28:08.940688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:08.940719] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:08.940748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:08.940807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:08.997760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:08.998450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:08.998530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:08.998563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:09.117495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:09.117651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:09.117691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:09.117719] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:09.121088] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-30T20:28:09.121351] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-30T20:28:09.121469] [INFO ] [sig       ] NTRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:09.266069] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTRA.txt
[2025-12-30T20:28:09.266227] [INFO ] [sig       ] [2268/3539] Completed NTRA in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:09.266267] [INFO ] [sig       ] [2269/3539] Forecasting NTRB...
[2025-12-30T20:28:09.266296] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-30T20:28:09.266326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-30T20:28:09.277093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-30T20:28:09.277369] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-30T20:28:09.278148] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-30T20:28:09.278200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:09.278231] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:09.278258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:09.278316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:09.337684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:09.338408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:09.338512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:09.338547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:09.452243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:09.452411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:09.452462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:09.452500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:09.455947] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-12-30T20:28:09.456230] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-30T20:28:09.456358] [INFO ] [sig       ] NTRB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:09.601839] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NTRB.txt
[2025-12-30T20:28:09.601975] [INFO ] [sig       ] [2269/3539] Completed NTRB in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:09.602016] [INFO ] [sig       ] [2270/3539] Forecasting NTRS...
[2025-12-30T20:28:09.602045] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-30T20:28:09.602078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-30T20:28:09.613429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-30T20:28:09.613750] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-30T20:28:09.614504] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-30T20:28:09.614556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:09.614605] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:09.614633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:09.614689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:09.673250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:09.673953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:09.674033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:09.674065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:09.792552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:09.792717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:09.792756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:09.792785] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:09.796093] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-30T20:28:09.796381] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-30T20:28:09.796502] [INFO ] [sig       ] NTRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:09.941713] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NTRS.txt
[2025-12-30T20:28:09.941860] [INFO ] [sig       ] [2270/3539] Completed NTRS in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:09.941900] [INFO ] [sig       ] [2271/3539] Forecasting NTRSO...
[2025-12-30T20:28:09.941930] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-30T20:28:09.941961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-30T20:28:09.954075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-30T20:28:09.954424] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-30T20:28:09.955282] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-30T20:28:09.955339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:09.955372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:09.955401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:09.955461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:10.016482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:10.017368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:10.017464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:10.017504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:10.148590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:10.148762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:10.148809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:10.148838] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:10.152340] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-30T20:28:10.152642] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-30T20:28:10.152770] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:10.298368] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NTRSO.txt
[2025-12-30T20:28:10.298538] [INFO ] [sig       ] [2271/3539] Completed NTRSO in 0.4s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:10.298596] [INFO ] [sig       ] [2272/3539] Forecasting NUKK...
[2025-12-30T20:28:10.298630] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-30T20:28:10.298661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-30T20:28:10.310060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-30T20:28:10.310341] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-30T20:28:10.311172] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-30T20:28:10.311223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:10.311254] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:10.311280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:10.311337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:10.368648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:10.369636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:10.369724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:10.369759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:10.488166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:10.488348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:10.488390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:10.488418] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:10.491807] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-30T20:28:10.492079] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-30T20:28:10.492201] [INFO ] [sig       ] NUKK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:10.638006] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NUKK.txt
[2025-12-30T20:28:10.638159] [INFO ] [sig       ] [2272/3539] Completed NUKK in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:10.638198] [INFO ] [sig       ] [2273/3539] Forecasting NUS...
[2025-12-30T20:28:10.638228] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-30T20:28:10.638259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-30T20:28:10.649850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-30T20:28:10.650159] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-30T20:28:10.650979] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-30T20:28:10.651033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:10.651066] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:10.651095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:10.651155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:10.711328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:10.711993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:10.712077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:10.712111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:10.838130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:10.838288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:10.838330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:10.838359] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:10.841824] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-12-30T20:28:10.842099] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-30T20:28:10.842223] [INFO ] [sig       ] NUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:10.982358] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NUS.txt
[2025-12-30T20:28:10.982493] [INFO ] [sig       ] [2273/3539] Completed NUS in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:10.982532] [INFO ] [sig       ] [2274/3539] Forecasting NUTX...
[2025-12-30T20:28:10.982561] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-30T20:28:10.982612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-30T20:28:10.993736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-30T20:28:10.994029] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-30T20:28:10.994807] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-30T20:28:10.994861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:10.994892] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:10.994920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:10.994978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:11.052010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:11.052640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:11.052743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:11.052777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:11.173922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:11.174066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:11.174115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:11.174144] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:11.177502] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-30T20:28:11.177786] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-30T20:28:11.177921] [INFO ] [sig       ] NUTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:11.317981] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NUTX.txt
[2025-12-30T20:28:11.318119] [INFO ] [sig       ] [2274/3539] Completed NUTX in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:11.318158] [INFO ] [sig       ] [2275/3539] Forecasting NUVB...
[2025-12-30T20:28:11.318186] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-30T20:28:11.318218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-30T20:28:11.329566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-30T20:28:11.329899] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-30T20:28:11.330696] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-30T20:28:11.330764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:11.330808] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:11.330842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:11.330902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:11.389293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:11.390023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:11.390128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:11.390163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:11.514812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:11.514949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:11.514992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:11.515022] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:11.518439] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-30T20:28:11.518752] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-30T20:28:11.518878] [INFO ] [sig       ] NUVB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:11.659990] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NUVB.txt
[2025-12-30T20:28:11.660142] [INFO ] [sig       ] [2275/3539] Completed NUVB in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:11.660180] [INFO ] [sig       ] [2276/3539] Forecasting NUVL...
[2025-12-30T20:28:11.660208] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-30T20:28:11.660238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-30T20:28:11.672790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-30T20:28:11.673178] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-30T20:28:11.674014] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-30T20:28:11.674079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:11.674112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:11.674139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:11.674199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:11.733822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:11.734637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:11.734723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:11.734764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:11.857429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:11.857594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:11.857637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:11.857665] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:11.861006] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-30T20:28:11.861283] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-30T20:28:11.861405] [INFO ] [sig       ] NUVL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:12.002866] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NUVL.txt
[2025-12-30T20:28:12.003012] [INFO ] [sig       ] [2276/3539] Completed NUVL in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:12.003051] [INFO ] [sig       ] [2277/3539] Forecasting NUWE...
[2025-12-30T20:28:12.003080] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-30T20:28:12.003113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-30T20:28:12.014311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-30T20:28:12.014733] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-30T20:28:12.015591] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-30T20:28:12.015648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:12.015681] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:12.015709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:12.015768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:12.076712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:12.077632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:12.077726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:12.077761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:12.196338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:12.196493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:12.196536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:12.196567] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:12.200028] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-30T20:28:12.200304] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-30T20:28:12.200433] [INFO ] [sig       ] NUWE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:12.342567] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NUWE.txt
[2025-12-30T20:28:12.342780] [INFO ] [sig       ] [2277/3539] Completed NUWE in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:12.342839] [INFO ] [sig       ] [2278/3539] Forecasting NVAX...
[2025-12-30T20:28:12.342882] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-30T20:28:12.342926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-30T20:28:12.354044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-30T20:28:12.354367] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-30T20:28:12.355161] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-30T20:28:12.355215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:12.355249] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:12.355276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:12.355335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:12.415723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:12.416419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:12.416504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:12.416538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:12.537041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:12.537201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:12.537244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:12.537273] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:12.540740] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-30T20:28:12.541015] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-30T20:28:12.541143] [INFO ] [sig       ] NVAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:12.685792] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVAX.txt
[2025-12-30T20:28:12.685941] [INFO ] [sig       ] [2278/3539] Completed NVAX in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:12.685981] [INFO ] [sig       ] [2279/3539] Forecasting NVD...
[2025-12-30T20:28:12.686011] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-30T20:28:12.686043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-30T20:28:12.697359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-30T20:28:12.697708] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-30T20:28:12.698513] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-30T20:28:12.698595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:12.698633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:12.698660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:12.698739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:12.758450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:12.759243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:12.759328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:12.759361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:12.872829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:12.872982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:12.873215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:12.873243] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:12.876725] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-30T20:28:12.876993] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-30T20:28:12.877113] [INFO ] [sig       ] NVD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:13.020018] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVD.txt
[2025-12-30T20:28:13.020168] [INFO ] [sig       ] [2279/3539] Completed NVD in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:13.020217] [INFO ] [sig       ] [2280/3539] Forecasting NVDA...
[2025-12-30T20:28:13.020248] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-30T20:28:13.020279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-30T20:28:13.031934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-30T20:28:13.032251] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-30T20:28:13.033045] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-30T20:28:13.033098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:13.033131] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:13.033158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:13.033216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:13.092082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:13.092914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:13.092999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:13.093032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:13.218508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:13.218675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:13.218728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:13.218763] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:13.222108] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-12-30T20:28:13.222382] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-30T20:28:13.222506] [INFO ] [sig       ] NVDA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:13.369971] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVDA.txt
[2025-12-30T20:28:13.370106] [INFO ] [sig       ] [2280/3539] Completed NVDA in 0.3s | 2.89 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-30T20:28:13.370144] [INFO ] [sig       ] [2281/3539] Forecasting NVDD...
[2025-12-30T20:28:13.370172] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-30T20:28:13.370204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-30T20:28:13.381611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-30T20:28:13.381933] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-30T20:28:13.382720] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-30T20:28:13.382773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:13.382838] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:13.382878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:13.382960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:13.442832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:13.443660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:13.443746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:13.443779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:13.568013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:13.568168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:13.568211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:13.568241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:13.571685] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-30T20:28:13.571977] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-30T20:28:13.572121] [INFO ] [sig       ] NVDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:13.727829] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVDD.txt
[2025-12-30T20:28:13.728003] [INFO ] [sig       ] [2281/3539] Completed NVDD in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-30T20:28:13.728057] [INFO ] [sig       ] [2282/3539] Forecasting NVDL...
[2025-12-30T20:28:13.728088] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-30T20:28:13.728120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-30T20:28:13.739938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-30T20:28:13.740245] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-30T20:28:13.741056] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-30T20:28:13.741110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:13.741143] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:13.741170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:13.741227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:13.800172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:13.800990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:13.801095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:13.801129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:13.927598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:13.927765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:13.927807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:13.927835] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:13.931809] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-12-30T20:28:13.932265] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-30T20:28:13.932387] [INFO ] [sig       ] NVDL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:14.086680] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVDL.txt
[2025-12-30T20:28:14.086844] [INFO ] [sig       ] [2282/3539] Completed NVDL in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:14.086884] [INFO ] [sig       ] [2283/3539] Forecasting NVDS...
[2025-12-30T20:28:14.086914] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-30T20:28:14.086946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-30T20:28:14.098910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-30T20:28:14.099295] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-30T20:28:14.100104] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-30T20:28:14.100159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:14.100194] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:14.100221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:14.100280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:14.159569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:14.160439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:14.160527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:14.160561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:14.313600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:14.313792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:14.313879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:14.313931] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:14.318778] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-30T20:28:14.319225] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-30T20:28:14.319416] [INFO ] [sig       ] NVDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:14.541871] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVDS.txt
[2025-12-30T20:28:14.542094] [INFO ] [sig       ] [2283/3539] Completed NVDS in 0.5s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:14.542160] [INFO ] [sig       ] [2284/3539] Forecasting NVEC...
[2025-12-30T20:28:14.542210] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-30T20:28:14.542267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-30T20:28:14.558115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-30T20:28:14.558625] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-30T20:28:14.559833] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-30T20:28:14.559905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:14.559958] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:14.560005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:14.560096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:14.630886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:14.631887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:14.631991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:14.632024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:14.788899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:14.789093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:14.789160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:14.789258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:14.794737] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-12-30T20:28:14.795237] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-30T20:28:14.795443] [INFO ] [sig       ] NVEC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:15.018105] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVEC.txt
[2025-12-30T20:28:15.018274] [INFO ] [sig       ] [2284/3539] Completed NVEC in 0.5s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:15.018316] [INFO ] [sig       ] [2285/3539] Forecasting NVG...
[2025-12-30T20:28:15.018351] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-30T20:28:15.018401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-30T20:28:15.030915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-30T20:28:15.031328] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-30T20:28:15.032242] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-30T20:28:15.032300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:15.032333] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:15.032361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:15.032420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:15.098011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:15.099284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:15.099403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:15.099462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:15.243496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:15.243673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:15.243718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:15.243749] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:15.247380] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-30T20:28:15.247721] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-30T20:28:15.247860] [INFO ] [sig       ] NVG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:15.402322] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVG.txt
[2025-12-30T20:28:15.402485] [INFO ] [sig       ] [2285/3539] Completed NVG in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:15.402525] [INFO ] [sig       ] [2286/3539] Forecasting NVGS...
[2025-12-30T20:28:15.402553] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-30T20:28:15.402604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-30T20:28:15.414170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-30T20:28:15.414538] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-30T20:28:15.415374] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-30T20:28:15.415427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:15.415459] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:15.415485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:15.415544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:15.473829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:15.474683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:15.474770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:15.474803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:15.600709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:15.600868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:15.600918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:15.600953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:15.604423] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-30T20:28:15.604730] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-30T20:28:15.604880] [INFO ] [sig       ] NVGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:15.754265] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVGS.txt
[2025-12-30T20:28:15.754437] [INFO ] [sig       ] [2286/3539] Completed NVGS in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:15.754486] [INFO ] [sig       ] [2287/3539] Forecasting NVMI...
[2025-12-30T20:28:15.754517] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-30T20:28:15.754549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-30T20:28:15.766159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-30T20:28:15.766495] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-30T20:28:15.767297] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-30T20:28:15.767350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:15.767396] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:15.767437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:15.767505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:15.827398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:15.828284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:15.828374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:15.828407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:15.949219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:15.949376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:15.949417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:15.949448] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:15.952951] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-12-30T20:28:15.953232] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-30T20:28:15.953359] [INFO ] [sig       ] NVMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:16.107205] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NVMI.txt
[2025-12-30T20:28:16.107362] [INFO ] [sig       ] [2287/3539] Completed NVMI in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:16.107402] [INFO ] [sig       ] [2288/3539] Forecasting NVO...
[2025-12-30T20:28:16.107433] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-30T20:28:16.107465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-30T20:28:16.119061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-30T20:28:16.119385] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-30T20:28:16.120219] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-30T20:28:16.120272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:16.120306] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:16.120333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:16.120396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:16.180312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:16.181161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:16.181248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:16.181281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:16.301246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:16.301400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:16.301442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:16.301471] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:16.304927] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-30T20:28:16.305209] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-30T20:28:16.305336] [INFO ] [sig       ] NVO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:16.452146] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVO.txt
[2025-12-30T20:28:16.452294] [INFO ] [sig       ] [2288/3539] Completed NVO in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:16.452335] [INFO ] [sig       ] [2289/3539] Forecasting NVRI...
[2025-12-30T20:28:16.452373] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-30T20:28:16.452435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-30T20:28:16.463994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-30T20:28:16.464308] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-30T20:28:16.465134] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-30T20:28:16.465187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:16.465218] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:16.465245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:16.465303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:16.525353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:16.526092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:16.526176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:16.526209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:16.646105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:16.646258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:16.646301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:16.646329] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:16.649659] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-30T20:28:16.649931] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-30T20:28:16.650061] [INFO ] [sig       ] NVRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:16.790742] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVRI.txt
[2025-12-30T20:28:16.790882] [INFO ] [sig       ] [2289/3539] Completed NVRI in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:16.790921] [INFO ] [sig       ] [2290/3539] Forecasting NVS...
[2025-12-30T20:28:16.790950] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-30T20:28:16.790980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-30T20:28:16.802357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-30T20:28:16.802692] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-30T20:28:16.803465] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-30T20:28:16.803517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:16.803549] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:16.803595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:16.803660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:16.862556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:16.863356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:16.863442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:16.863475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:16.984259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:16.984409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:16.984449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:16.984478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:16.987789] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-30T20:28:16.988058] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-30T20:28:16.988179] [INFO ] [sig       ] NVS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:17.129071] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVS.txt
[2025-12-30T20:28:17.129215] [INFO ] [sig       ] [2290/3539] Completed NVS in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:17.129253] [INFO ] [sig       ] [2291/3539] Forecasting NVTS...
[2025-12-30T20:28:17.129289] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-30T20:28:17.129321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-30T20:28:17.140417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-30T20:28:17.140737] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-30T20:28:17.141485] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-30T20:28:17.141536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:17.141582] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:17.141613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:17.141671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:17.202008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:17.202888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:17.203002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:17.203036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:17.320456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:17.320635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:17.320679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:17.320709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:17.324192] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-30T20:28:17.324480] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-30T20:28:17.324625] [INFO ] [sig       ] NVTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:17.473002] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NVTS.txt
[2025-12-30T20:28:17.473164] [INFO ] [sig       ] [2291/3539] Completed NVTS in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:17.473204] [INFO ] [sig       ] [2292/3539] Forecasting NWBI...
[2025-12-30T20:28:17.473235] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-30T20:28:17.473266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-30T20:28:17.485511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-30T20:28:17.485905] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-30T20:28:17.486722] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-30T20:28:17.486775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:17.486806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:17.486832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:17.486889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:17.547105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:17.547935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:17.548020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:17.548053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:17.666659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:17.666824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:17.666866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:17.666894] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:17.670274] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-30T20:28:17.670677] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-30T20:28:17.670807] [INFO ] [sig       ] NWBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:17.812376] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NWBI.txt
[2025-12-30T20:28:17.812516] [INFO ] [sig       ] [2292/3539] Completed NWBI in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:17.812555] [INFO ] [sig       ] [2293/3539] Forecasting NWE...
[2025-12-30T20:28:17.812602] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-30T20:28:17.812635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-30T20:28:17.823372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-30T20:28:17.823717] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-30T20:28:17.824479] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-30T20:28:17.824530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:17.824561] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:17.824613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:17.824672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:17.881153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:17.881947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:17.882030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:17.882062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:17.999232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:17.999387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:17.999429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:17.999457] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:18.002798] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-12-30T20:28:18.003092] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-30T20:28:18.003221] [INFO ] [sig       ] NWE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:18.146264] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NWE.txt
[2025-12-30T20:28:18.146412] [INFO ] [sig       ] [2293/3539] Completed NWE in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:18.146450] [INFO ] [sig       ] [2294/3539] Forecasting NWFL...
[2025-12-30T20:28:18.146478] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-30T20:28:18.146509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-30T20:28:18.157375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-30T20:28:18.157701] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-30T20:28:18.158454] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-30T20:28:18.158505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:18.158536] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:18.158562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:18.158640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:18.216312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:18.217098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:18.217180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:18.217212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:18.323067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:18.323222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:18.323264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:18.323308] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:18.326665] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-30T20:28:18.327009] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-30T20:28:18.327152] [INFO ] [sig       ] NWFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:18.468136] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NWFL.txt
[2025-12-30T20:28:18.468309] [INFO ] [sig       ] [2294/3539] Completed NWFL in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:18.468350] [INFO ] [sig       ] [2295/3539] Forecasting NWG...
[2025-12-30T20:28:18.468380] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-30T20:28:18.468411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-30T20:28:18.479675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-30T20:28:18.480003] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-30T20:28:18.480810] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-30T20:28:18.480863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:18.480895] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:18.480922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:18.480984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:18.537887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:18.538672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:18.538767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:18.538800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:18.656780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:18.656934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:18.656978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:18.657007] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:18.660402] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-30T20:28:18.660696] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-30T20:28:18.660819] [INFO ] [sig       ] NWG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:18.804433] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NWG.txt
[2025-12-30T20:28:18.804599] [INFO ] [sig       ] [2295/3539] Completed NWG in 0.3s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:18.804640] [INFO ] [sig       ] [2296/3539] Forecasting NWL...
[2025-12-30T20:28:18.804669] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-30T20:28:18.804702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-30T20:28:18.815977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-30T20:28:18.816288] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-30T20:28:18.817062] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-30T20:28:18.817114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:18.817145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:18.817170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:18.817227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:18.875970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:18.876839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:18.876927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:18.876976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:19.003998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:19.004155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:19.004197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:19.004227] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:19.008080] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-30T20:28:19.008351] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-30T20:28:19.008475] [INFO ] [sig       ] NWL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:19.156598] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NWL.txt
[2025-12-30T20:28:19.156740] [INFO ] [sig       ] [2296/3539] Completed NWL in 0.4s | 2.89 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-30T20:28:19.156780] [INFO ] [sig       ] [2297/3539] Forecasting NWPX...
[2025-12-30T20:28:19.156810] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-30T20:28:19.156841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-30T20:28:19.167935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-30T20:28:19.168259] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-30T20:28:19.169108] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-30T20:28:19.169167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:19.169199] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:19.169224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:19.169281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:19.227470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:19.228292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:19.228376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:19.228408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:19.350325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:19.350475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:19.350515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:19.350544] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:19.353835] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-30T20:28:19.354107] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-30T20:28:19.354227] [INFO ] [sig       ] NWPX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:19.496465] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NWPX.txt
[2025-12-30T20:28:19.496621] [INFO ] [sig       ] [2297/3539] Completed NWPX in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-30T20:28:19.496662] [INFO ] [sig       ] [2298/3539] Forecasting NWS...
[2025-12-30T20:28:19.496690] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-30T20:28:19.496721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-30T20:28:19.507669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-30T20:28:19.507949] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-30T20:28:19.508746] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-30T20:28:19.508799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:19.508854] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:19.508884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:19.508955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:19.567543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:19.568302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:19.568388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:19.568420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:19.688024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:19.688179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:19.688221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:19.688250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:19.691656] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-30T20:28:19.691940] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-30T20:28:19.692064] [INFO ] [sig       ] NWS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:19.837762] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NWS.txt
[2025-12-30T20:28:19.837904] [INFO ] [sig       ] [2298/3539] Completed NWS in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-30T20:28:19.837944] [INFO ] [sig       ] [2299/3539] Forecasting NWSA...
[2025-12-30T20:28:19.837973] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-30T20:28:19.838003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-30T20:28:19.848876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-30T20:28:19.849178] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-30T20:28:19.849988] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-30T20:28:19.850044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:19.850077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:19.850104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:19.850162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:19.909036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:19.909915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:19.910003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:19.910036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:20.030006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:20.030164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:20.030397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:20.030425] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:20.033850] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-30T20:28:20.034131] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-30T20:28:20.034259] [INFO ] [sig       ] NWSA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:20.184426] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NWSA.txt
[2025-12-30T20:28:20.184565] [INFO ] [sig       ] [2299/3539] Completed NWSA in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-30T20:28:20.184624] [INFO ] [sig       ] [2300/3539] Forecasting NX...
[2025-12-30T20:28:20.184654] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-30T20:28:20.184685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-30T20:28:20.196126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-30T20:28:20.196439] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-30T20:28:20.197249] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-30T20:28:20.197314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:20.197347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:20.197377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:20.197445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:20.257140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:20.257953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:20.258038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:20.258073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:20.381823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:20.381982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:20.382024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:20.382052] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:20.385415] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-30T20:28:20.385709] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-30T20:28:20.385834] [INFO ] [sig       ] NX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:20.528213] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NX.txt
[2025-12-30T20:28:20.528370] [INFO ] [sig       ] [2300/3539] Completed NX in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:20.528409] [INFO ] [sig       ] [2301/3539] Forecasting NXC...
[2025-12-30T20:28:20.528439] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-30T20:28:20.528472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-30T20:28:20.539801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-30T20:28:20.540182] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-30T20:28:20.540964] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-30T20:28:20.541027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:20.541065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:20.541097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:20.541167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:20.597850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:20.598703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:20.598802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:20.598834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:20.699651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:20.699801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:20.699843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:20.699871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:20.703190] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-12-30T20:28:20.703458] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-30T20:28:20.703594] [INFO ] [sig       ] NXC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:20.844676] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NXC.txt
[2025-12-30T20:28:20.844803] [INFO ] [sig       ] [2301/3539] Completed NXC in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:20.844841] [INFO ] [sig       ] [2302/3539] Forecasting NXE...
[2025-12-30T20:28:20.844869] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-30T20:28:20.844900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-30T20:28:20.857522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-30T20:28:20.857917] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-30T20:28:20.858786] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-30T20:28:20.858842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:20.858875] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:20.858902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:20.858961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:20.919288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:20.920097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:20.920195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:20.920228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:21.048163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:21.048330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:21.048373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:21.048401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:21.052184] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-30T20:28:21.052476] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-30T20:28:21.052655] [INFO ] [sig       ] NXE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:21.200254] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NXE.txt
[2025-12-30T20:28:21.200402] [INFO ] [sig       ] [2302/3539] Completed NXE in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:21.200444] [INFO ] [sig       ] [2303/3539] Forecasting NXG...
[2025-12-30T20:28:21.200474] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-30T20:28:21.200507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-30T20:28:21.212717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-30T20:28:21.213066] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-30T20:28:21.213910] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-30T20:28:21.213967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:21.214000] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:21.214028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:21.214088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:21.274591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:21.275443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:21.275530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:21.275563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:21.398835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:21.399007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:21.399055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:21.399095] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:21.403113] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-30T20:28:21.403438] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-30T20:28:21.403629] [INFO ] [sig       ] NXG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:21.552232] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NXG.txt
[2025-12-30T20:28:21.552415] [INFO ] [sig       ] [2303/3539] Completed NXG in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:21.552458] [INFO ] [sig       ] [2304/3539] Forecasting NXGL...
[2025-12-30T20:28:21.552489] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-30T20:28:21.552522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-30T20:28:21.564401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-30T20:28:21.564738] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-30T20:28:21.565619] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-30T20:28:21.565681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:21.565715] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:21.565743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:21.565801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:21.627727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:21.628824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:21.628919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:21.628961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:21.754874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:21.755054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:21.755116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:21.755153] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:21.759000] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=66.85%)
[2025-12-30T20:28:21.759312] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-30T20:28:21.759447] [INFO ] [sig       ] NXGL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:21.911552] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NXGL.txt
[2025-12-30T20:28:21.911746] [INFO ] [sig       ] [2304/3539] Completed NXGL in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:21.911795] [INFO ] [sig       ] [2305/3539] Forecasting NXP...
[2025-12-30T20:28:21.911826] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-30T20:28:21.911859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-30T20:28:21.923967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-30T20:28:21.924296] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-30T20:28:21.925099] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-30T20:28:21.925153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:21.925186] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:21.925214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:21.925273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:21.987711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:21.988565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:21.988694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:21.988758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:22.114711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:22.114893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:22.114954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:22.114990] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:22.118818] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-30T20:28:22.119191] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-30T20:28:22.119356] [INFO ] [sig       ] NXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:22.266301] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NXP.txt
[2025-12-30T20:28:22.266446] [INFO ] [sig       ] [2305/3539] Completed NXP in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:22.266486] [INFO ] [sig       ] [2306/3539] Forecasting NXPI...
[2025-12-30T20:28:22.266515] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-30T20:28:22.266546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-30T20:28:22.278926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-30T20:28:22.279299] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-30T20:28:22.280174] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-30T20:28:22.280230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:22.280262] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:22.280289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:22.280348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:22.341521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:22.342349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:22.342437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:22.342471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:22.471352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:22.471514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:22.471557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:22.471602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:22.474989] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-30T20:28:22.475256] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-30T20:28:22.475382] [INFO ] [sig       ] NXPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:22.614565] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NXPI.txt
[2025-12-30T20:28:22.614710] [INFO ] [sig       ] [2306/3539] Completed NXPI in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:22.614748] [INFO ] [sig       ] [2307/3539] Forecasting NYXH...
[2025-12-30T20:28:22.614776] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-30T20:28:22.614806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-30T20:28:22.625353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-30T20:28:22.625618] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-30T20:28:22.626357] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-30T20:28:22.626409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:22.626439] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:22.626465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:22.626522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:22.683024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:22.683647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:22.683725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:22.683757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:22.797534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:22.797727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:22.797772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:22.797800] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:22.801161] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-30T20:28:22.801434] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-30T20:28:22.801555] [INFO ] [sig       ] NYXH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:22.945621] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/NYXH.txt
[2025-12-30T20:28:22.945757] [INFO ] [sig       ] [2307/3539] Completed NYXH in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:22.945795] [INFO ] [sig       ] [2308/3539] Forecasting NZF...
[2025-12-30T20:28:22.945824] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-30T20:28:22.945855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-30T20:28:22.958483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-30T20:28:22.958827] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-30T20:28:22.959700] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-30T20:28:22.959754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:22.959787] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:22.959817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:22.959875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:23.020653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:23.021347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:23.021458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:23.021494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:23.141085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:23.141254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:23.141298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:23.141326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:23.144858] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-30T20:28:23.145152] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-30T20:28:23.145282] [INFO ] [sig       ] NZF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:23.293952] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/NZF.txt
[2025-12-30T20:28:23.294098] [INFO ] [sig       ] [2308/3539] Completed NZF in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:23.294147] [INFO ] [sig       ] [2309/3539] Forecasting OABI...
[2025-12-30T20:28:23.294184] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-30T20:28:23.294216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-30T20:28:23.307481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-30T20:28:23.307756] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-30T20:28:23.308546] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-30T20:28:23.308617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:23.308658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:23.308686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:23.308758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:23.366441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:23.367075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:23.367179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:23.367214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:23.489607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:23.489762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:23.489803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:23.489832] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:23.493190] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-30T20:28:23.493463] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-30T20:28:23.493602] [INFO ] [sig       ] OABI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:23.639511] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OABI.txt
[2025-12-30T20:28:23.639646] [INFO ] [sig       ] [2309/3539] Completed OABI in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:23.639686] [INFO ] [sig       ] [2310/3539] Forecasting OBDC...
[2025-12-30T20:28:23.639715] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-30T20:28:23.639744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-30T20:28:23.652038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-30T20:28:23.652419] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-30T20:28:23.653232] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-30T20:28:23.653287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:23.653319] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:23.653347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:23.653405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:23.712948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:23.713728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:23.713813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:23.713848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:23.832865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:23.833029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:23.833072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:23.833102] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:23.836601] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-30T20:28:23.836887] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-30T20:28:23.837018] [INFO ] [sig       ] OBDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:23.976953] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OBDC.txt
[2025-12-30T20:28:23.977096] [INFO ] [sig       ] [2310/3539] Completed OBDC in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:23.977134] [INFO ] [sig       ] [2311/3539] Forecasting OBIL...
[2025-12-30T20:28:23.977162] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-30T20:28:23.977194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-30T20:28:23.988612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-30T20:28:23.988912] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-30T20:28:23.989684] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-30T20:28:23.989736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:23.989778] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:23.989806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:23.989864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:24.046025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:24.046694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:24.046773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:24.046805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:24.150536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:24.150688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:24.150727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:24.150776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:24.154035] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-30T20:28:24.154302] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-30T20:28:24.154423] [INFO ] [sig       ] OBIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:24.293921] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OBIL.txt
[2025-12-30T20:28:24.294088] [INFO ] [sig       ] [2311/3539] Completed OBIL in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:24.294130] [INFO ] [sig       ] [2312/3539] Forecasting OBIO...
[2025-12-30T20:28:24.294162] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-30T20:28:24.294193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-30T20:28:24.305556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-30T20:28:24.305851] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-30T20:28:24.306636] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-30T20:28:24.306687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:24.306718] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:24.306743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:24.306800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:24.362836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:24.363511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:24.363610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:24.363645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:24.478164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:24.478321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:24.478361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:24.478390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:24.482088] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-30T20:28:24.482520] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-30T20:28:24.482660] [INFO ] [sig       ] OBIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:24.624414] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OBIO.txt
[2025-12-30T20:28:24.624550] [INFO ] [sig       ] [2312/3539] Completed OBIO in 0.3s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:24.624613] [INFO ] [sig       ] [2313/3539] Forecasting OBK...
[2025-12-30T20:28:24.624645] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-30T20:28:24.624677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-30T20:28:24.635919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-30T20:28:24.636241] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-30T20:28:24.637023] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-30T20:28:24.637075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:24.637106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:24.637132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:24.637188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:24.706882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:24.707806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:24.707895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:24.707928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:24.833659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:24.833865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:24.833910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:24.833938] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:24.837427] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-30T20:28:24.837734] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-30T20:28:24.837881] [INFO ] [sig       ] OBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:24.993390] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OBK.txt
[2025-12-30T20:28:24.993552] [INFO ] [sig       ] [2313/3539] Completed OBK in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:24.993614] [INFO ] [sig       ] [2314/3539] Forecasting OC...
[2025-12-30T20:28:24.993647] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-30T20:28:24.993681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-30T20:28:25.005421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-30T20:28:25.005768] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-30T20:28:25.006557] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-30T20:28:25.006629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:25.006663] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:25.006692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:25.006751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:25.065474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:25.066290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:25.066380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:25.066414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:25.188860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:25.189033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:25.189096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:25.189133] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:25.193254] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-30T20:28:25.193605] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-30T20:28:25.193755] [INFO ] [sig       ] OC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:25.358024] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OC.txt
[2025-12-30T20:28:25.358196] [INFO ] [sig       ] [2314/3539] Completed OC in 0.4s | 2.89 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-30T20:28:25.358245] [INFO ] [sig       ] [2315/3539] Forecasting OCCI...
[2025-12-30T20:28:25.358286] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-30T20:28:25.358337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-30T20:28:25.371037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-30T20:28:25.371471] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-30T20:28:25.372446] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-30T20:28:25.372515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:25.372627] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:25.372658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:25.372738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:25.439587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:25.440438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:25.440526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:25.440560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:25.564255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:25.564404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:25.564446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:25.564474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:25.568102] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-30T20:28:25.568413] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-30T20:28:25.568556] [INFO ] [sig       ] OCCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:25.726088] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OCCI.txt
[2025-12-30T20:28:25.726217] [INFO ] [sig       ] [2315/3539] Completed OCCI in 0.4s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-30T20:28:25.726266] [INFO ] [sig       ] [2316/3539] Forecasting OCFC...
[2025-12-30T20:28:25.726305] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-30T20:28:25.726350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-30T20:28:25.738891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-30T20:28:25.739195] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-30T20:28:25.740086] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-30T20:28:25.740140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:25.740172] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:25.740213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:25.740299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:25.804638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:25.805297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:25.805389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:25.805426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:25.938157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:25.938312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:25.938367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:25.938404] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:25.942220] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-30T20:28:25.942528] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-30T20:28:25.942711] [INFO ] [sig       ] OCFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:26.104417] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OCFC.txt
[2025-12-30T20:28:26.104537] [INFO ] [sig       ] [2316/3539] Completed OCFC in 0.4s | 2.89 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-30T20:28:26.104605] [INFO ] [sig       ] [2317/3539] Forecasting OCGN...
[2025-12-30T20:28:26.104652] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-30T20:28:26.104687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-30T20:28:26.116916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-30T20:28:26.117207] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-30T20:28:26.118081] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-30T20:28:26.118144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:26.118177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:26.118205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:26.118267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:26.185473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:26.186160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:26.186255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:26.186298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:26.316771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:26.316903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:26.316941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:26.316969] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:26.320179] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-12-30T20:28:26.320447] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-30T20:28:26.320565] [INFO ] [sig       ] OCGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:26.459865] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OCGN.txt
[2025-12-30T20:28:26.459978] [INFO ] [sig       ] [2317/3539] Completed OCGN in 0.4s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:26.460015] [INFO ] [sig       ] [2318/3539] Forecasting OCSL...
[2025-12-30T20:28:26.460045] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-30T20:28:26.460076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-30T20:28:26.472074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-30T20:28:26.472438] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-30T20:28:26.473300] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-30T20:28:26.473355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:26.473388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:26.473416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:26.473476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:26.532808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:26.533695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:26.533785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:26.533817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:26.656503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:26.656678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:26.656719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:26.656793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:26.661183] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-30T20:28:26.661694] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-30T20:28:26.661835] [INFO ] [sig       ] OCSL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:26.803832] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OCSL.txt
[2025-12-30T20:28:26.803967] [INFO ] [sig       ] [2318/3539] Completed OCSL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:26.804007] [INFO ] [sig       ] [2319/3539] Forecasting OCUL...
[2025-12-30T20:28:26.804036] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-30T20:28:26.804066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-30T20:28:26.819147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-30T20:28:26.819498] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-30T20:28:26.820272] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-30T20:28:26.820324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:26.820355] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:26.820381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:26.820437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:26.877711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:26.878363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:26.878449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:26.878481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:26.998401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:26.998562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:26.998623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:26.998652] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:27.002075] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-30T20:28:27.002382] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-30T20:28:27.002517] [INFO ] [sig       ] OCUL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:27.145232] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OCUL.txt
[2025-12-30T20:28:27.145389] [INFO ] [sig       ] [2319/3539] Completed OCUL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:27.145435] [INFO ] [sig       ] [2320/3539] Forecasting ODC...
[2025-12-30T20:28:27.145465] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-30T20:28:27.145499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-30T20:28:27.156269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-30T20:28:27.156544] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-30T20:28:27.157352] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-30T20:28:27.157403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:27.157433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:27.157459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:27.157516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:27.215334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:27.216075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:27.216177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:27.216216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:27.332647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:27.332812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:27.332854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:27.332884] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:27.336462] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-30T20:28:27.336762] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-30T20:28:27.336888] [INFO ] [sig       ] ODC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:27.479823] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ODC.txt
[2025-12-30T20:28:27.479958] [INFO ] [sig       ] [2320/3539] Completed ODC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:27.479998] [INFO ] [sig       ] [2321/3539] Forecasting ODD...
[2025-12-30T20:28:27.480026] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-30T20:28:27.480057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-30T20:28:27.492705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-30T20:28:27.493063] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-30T20:28:27.493919] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-30T20:28:27.493978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:27.494016] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:27.494045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:27.494103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:27.553295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:27.554098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:27.554194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:27.554230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:27.673143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:27.673321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:27.673368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:27.673396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:27.676726] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-30T20:28:27.676990] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-30T20:28:27.677108] [INFO ] [sig       ] ODD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:27.817271] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ODD.txt
[2025-12-30T20:28:27.817406] [INFO ] [sig       ] [2321/3539] Completed ODD in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:27.817445] [INFO ] [sig       ] [2322/3539] Forecasting ODFL...
[2025-12-30T20:28:27.817473] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-30T20:28:27.817503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-30T20:28:27.829126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-30T20:28:27.829426] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-30T20:28:27.830204] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-30T20:28:27.830255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:27.830297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:27.830325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:27.830382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:27.887796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:27.888465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:27.888547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:27.888596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:28.006654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:28.006829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:28.006870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:28.006898] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:28.010286] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=44.19%)
[2025-12-30T20:28:28.010555] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-30T20:28:28.010694] [INFO ] [sig       ] ODFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:28.150231] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ODFL.txt
[2025-12-30T20:28:28.150406] [INFO ] [sig       ] [2322/3539] Completed ODFL in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:28.150447] [INFO ] [sig       ] [2323/3539] Forecasting OEC...
[2025-12-30T20:28:28.150475] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-30T20:28:28.150506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-30T20:28:28.162021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-30T20:28:28.162311] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-30T20:28:28.163084] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-30T20:28:28.163136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:28.163167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:28.163193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:28.163250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:28.220830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:28.221641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:28.221727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:28.221760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:28.342025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:28.342189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:28.342230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:28.342258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:28.345611] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-30T20:28:28.345879] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-30T20:28:28.345998] [INFO ] [sig       ] OEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:28.487528] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OEC.txt
[2025-12-30T20:28:28.487679] [INFO ] [sig       ] [2323/3539] Completed OEC in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:28.487719] [INFO ] [sig       ] [2324/3539] Forecasting OESX...
[2025-12-30T20:28:28.487748] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-30T20:28:28.487778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-30T20:28:28.498913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-30T20:28:28.499231] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-30T20:28:28.500017] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-30T20:28:28.500069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:28.500100] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:28.500127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:28.500183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:28.557821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:28.558653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:28.558754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:28.558791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:28.681780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:28.681941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:28.681986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:28.682014] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:28.685774] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-12-30T20:28:28.686055] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-30T20:28:28.686180] [INFO ] [sig       ] OESX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:28.827797] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OESX.txt
[2025-12-30T20:28:28.827953] [INFO ] [sig       ] [2324/3539] Completed OESX in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:28.827994] [INFO ] [sig       ] [2325/3539] Forecasting OFG...
[2025-12-30T20:28:28.828023] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-30T20:28:28.828056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-30T20:28:28.839151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-30T20:28:28.839485] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-30T20:28:28.840247] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-30T20:28:28.840298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:28.840330] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:28.840356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:28.840413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:28.898241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:28.898992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:28.899102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:28.899135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:29.014895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:29.015052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:29.015094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:29.015122] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:29.018398] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-30T20:28:29.018690] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-30T20:28:29.018841] [INFO ] [sig       ] OFG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:29.160981] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OFG.txt
[2025-12-30T20:28:29.161135] [INFO ] [sig       ] [2325/3539] Completed OFG in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:29.161174] [INFO ] [sig       ] [2326/3539] Forecasting OFIX...
[2025-12-30T20:28:29.161205] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-30T20:28:29.161243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-30T20:28:29.172752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-30T20:28:29.173030] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-30T20:28:29.173801] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-30T20:28:29.173852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:29.173884] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:29.173911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:29.173968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:29.231368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:29.232183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:29.232264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:29.232296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:29.350287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:29.350438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:29.350477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:29.350505] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:29.353821] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-30T20:28:29.354092] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-30T20:28:29.354212] [INFO ] [sig       ] OFIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:29.495503] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OFIX.txt
[2025-12-30T20:28:29.495648] [INFO ] [sig       ] [2326/3539] Completed OFIX in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:29.495688] [INFO ] [sig       ] [2327/3539] Forecasting OFLX...
[2025-12-30T20:28:29.495716] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-30T20:28:29.495747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-30T20:28:29.506619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-30T20:28:29.506880] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-30T20:28:29.507638] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-30T20:28:29.507689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:29.507720] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:29.507747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:29.507803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:29.565854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:29.566664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:29.566746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:29.566778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:29.684360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:29.684505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:29.684561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:29.684615] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:29.688127] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-30T20:28:29.688417] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-30T20:28:29.688550] [INFO ] [sig       ] OFLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:29.829794] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OFLX.txt
[2025-12-30T20:28:29.829931] [INFO ] [sig       ] [2327/3539] Completed OFLX in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:29.829971] [INFO ] [sig       ] [2328/3539] Forecasting OFS...
[2025-12-30T20:28:29.830001] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-30T20:28:29.830043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-30T20:28:29.841911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-30T20:28:29.842212] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-30T20:28:29.842994] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-30T20:28:29.843046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:29.843079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:29.843107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:29.843165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:29.901513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:29.902165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:29.902245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:29.902281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:30.020245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:30.020396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:30.020437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:30.020470] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:30.024202] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-30T20:28:30.024471] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-30T20:28:30.024608] [INFO ] [sig       ] OFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:30.168118] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OFS.txt
[2025-12-30T20:28:30.168303] [INFO ] [sig       ] [2328/3539] Completed OFS in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:30.168344] [INFO ] [sig       ] [2329/3539] Forecasting OGE...
[2025-12-30T20:28:30.168374] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-30T20:28:30.168404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-30T20:28:30.179494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-30T20:28:30.179826] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-30T20:28:30.180661] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-30T20:28:30.180715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:30.180748] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:30.180777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:30.180837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:30.239276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:30.240083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:30.240167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:30.240201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:30.360099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:30.360236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:30.360279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:30.360323] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:30.363766] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-30T20:28:30.364048] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-30T20:28:30.364176] [INFO ] [sig       ] OGE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:30.509028] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OGE.txt
[2025-12-30T20:28:30.509182] [INFO ] [sig       ] [2329/3539] Completed OGE in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:30.509233] [INFO ] [sig       ] [2330/3539] Forecasting OGI...
[2025-12-30T20:28:30.509277] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-30T20:28:30.509315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-30T20:28:30.520986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-30T20:28:30.521315] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-30T20:28:30.522146] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-30T20:28:30.522199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:30.522232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:30.522261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:30.522320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:30.580057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:30.580793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:30.580875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:30.580907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:30.700349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:30.700506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:30.700548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:30.700595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:30.704099] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-30T20:28:30.704378] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-30T20:28:30.704503] [INFO ] [sig       ] OGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:30.848380] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OGI.txt
[2025-12-30T20:28:30.848730] [INFO ] [sig       ] [2330/3539] Completed OGI in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:30.848775] [INFO ] [sig       ] [2331/3539] Forecasting OGN...
[2025-12-30T20:28:30.848804] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-30T20:28:30.848835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-30T20:28:30.861009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-30T20:28:30.861304] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-30T20:28:30.862235] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-30T20:28:30.862291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:30.862322] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:30.862349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:30.862405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:30.922556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:30.923274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:30.923362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:30.923394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:31.044396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:31.044554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:31.044613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:31.044643] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:31.048274] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-30T20:28:31.048542] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-30T20:28:31.048680] [INFO ] [sig       ] OGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:31.193171] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OGN.txt
[2025-12-30T20:28:31.193306] [INFO ] [sig       ] [2331/3539] Completed OGN in 0.3s | 2.89 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-30T20:28:31.193344] [INFO ] [sig       ] [2332/3539] Forecasting OHI...
[2025-12-30T20:28:31.193373] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-30T20:28:31.193404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-30T20:28:31.205055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-30T20:28:31.205345] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-30T20:28:31.206112] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-30T20:28:31.206163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:31.206220] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:31.206248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:31.206305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:31.267223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:31.268075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:31.268165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:31.268199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:31.387536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:31.387703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:31.387746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:31.387774] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:31.391091] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-30T20:28:31.391355] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-30T20:28:31.391474] [INFO ] [sig       ] OHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:31.539925] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OHI.txt
[2025-12-30T20:28:31.540080] [INFO ] [sig       ] [2332/3539] Completed OHI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-30T20:28:31.540120] [INFO ] [sig       ] [2333/3539] Forecasting OI...
[2025-12-30T20:28:31.540149] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-30T20:28:31.540180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-30T20:28:31.552116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-30T20:28:31.552417] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-30T20:28:31.553183] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-30T20:28:31.553234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:31.553265] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:31.553291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:31.553348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:31.610256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:31.610934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:31.611014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:31.611046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:31.731118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:31.731268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:31.731311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:31.731339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:31.734647] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-12-30T20:28:31.734913] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-30T20:28:31.735034] [INFO ] [sig       ] OI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:31.876184] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OI.txt
[2025-12-30T20:28:31.876318] [INFO ] [sig       ] [2333/3539] Completed OI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-30T20:28:31.876357] [INFO ] [sig       ] [2334/3539] Forecasting OIA...
[2025-12-30T20:28:31.876385] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-30T20:28:31.876416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-30T20:28:31.887967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-30T20:28:31.888260] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-30T20:28:31.889060] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-30T20:28:31.889111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:31.889142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:31.889168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:31.889223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:31.947549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:31.948310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:31.948395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:31.948428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:32.066061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:32.066217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:32.066257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:32.066285] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:32.069620] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-30T20:28:32.069912] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-30T20:28:32.070033] [INFO ] [sig       ] OIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:32.210500] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OIA.txt
[2025-12-30T20:28:32.210642] [INFO ] [sig       ] [2334/3539] Completed OIA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-30T20:28:32.210682] [INFO ] [sig       ] [2335/3539] Forecasting OII...
[2025-12-30T20:28:32.210711] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-30T20:28:32.210743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-30T20:28:32.221967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-30T20:28:32.222259] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-30T20:28:32.223024] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-30T20:28:32.223101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:32.223134] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:32.223160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:32.223218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:32.280758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:32.281500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:32.281599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:32.281633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:32.398039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:32.398192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:32.398232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:32.398259] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:32.401704] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-30T20:28:32.401968] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-30T20:28:32.402089] [INFO ] [sig       ] OII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:32.546192] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OII.txt
[2025-12-30T20:28:32.546353] [INFO ] [sig       ] [2335/3539] Completed OII in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:32.546396] [INFO ] [sig       ] [2336/3539] Forecasting OIS...
[2025-12-30T20:28:32.546427] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-30T20:28:32.546460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-30T20:28:32.559726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-30T20:28:32.560163] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-30T20:28:32.561213] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-30T20:28:32.561279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:32.561323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:32.561362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:32.561443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:32.625514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:32.626357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:32.626441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:32.626474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:32.745482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:32.745648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:32.745689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:32.745716] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:32.749080] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-30T20:28:32.749367] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-30T20:28:32.749514] [INFO ] [sig       ] OIS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:32.903047] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OIS.txt
[2025-12-30T20:28:32.903199] [INFO ] [sig       ] [2336/3539] Completed OIS in 0.4s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:32.903238] [INFO ] [sig       ] [2337/3539] Forecasting OKE...
[2025-12-30T20:28:32.903267] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-30T20:28:32.903298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-30T20:28:32.914485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-30T20:28:32.914843] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-30T20:28:32.915625] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-30T20:28:32.915677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:32.915709] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:32.915735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:32.915794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:32.973817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:32.974653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:32.974736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:32.974768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:33.098635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:33.098821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:33.098867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:33.098896] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:33.102510] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=33.25%)
[2025-12-30T20:28:33.102815] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-30T20:28:33.102945] [INFO ] [sig       ] OKE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:33.245230] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OKE.txt
[2025-12-30T20:28:33.245369] [INFO ] [sig       ] [2337/3539] Completed OKE in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:33.245409] [INFO ] [sig       ] [2338/3539] Forecasting OKTA...
[2025-12-30T20:28:33.245439] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-30T20:28:33.245470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-30T20:28:33.256858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-30T20:28:33.257163] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-30T20:28:33.257991] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-30T20:28:33.258044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:33.258076] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:33.258104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:33.258162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:33.320645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:33.321440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:33.321522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:33.321555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:33.440078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:33.440228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:33.440268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:33.440295] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:33.443626] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-12-30T20:28:33.443900] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-30T20:28:33.444021] [INFO ] [sig       ] OKTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:33.583451] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OKTA.txt
[2025-12-30T20:28:33.583603] [INFO ] [sig       ] [2338/3539] Completed OKTA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:33.583653] [INFO ] [sig       ] [2339/3539] Forecasting OKYO...
[2025-12-30T20:28:33.583683] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-30T20:28:33.583713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-30T20:28:33.594894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-30T20:28:33.595145] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-30T20:28:33.595927] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-30T20:28:33.595979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:33.596011] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:33.596037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:33.596095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:33.652821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:33.653594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:33.653680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:33.653711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:33.767913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:33.768022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:33.768059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:33.768086] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:33.771185] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-12-30T20:28:33.771450] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-30T20:28:33.771569] [INFO ] [sig       ] OKYO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:33.910729] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OKYO.txt
[2025-12-30T20:28:33.910858] [INFO ] [sig       ] [2339/3539] Completed OKYO in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:33.910896] [INFO ] [sig       ] [2340/3539] Forecasting OLED...
[2025-12-30T20:28:33.910924] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-30T20:28:33.910956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-30T20:28:33.922421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-30T20:28:33.922697] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-30T20:28:33.923448] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-30T20:28:33.923500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:33.923530] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:33.923557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:33.923635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:33.980448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:33.981187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:33.981271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:33.981304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:34.098055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:34.098201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:34.098241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:34.098269] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:34.101529] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-30T20:28:34.101811] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-30T20:28:34.101953] [INFO ] [sig       ] OLED: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:34.242360] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OLED.txt
[2025-12-30T20:28:34.242467] [INFO ] [sig       ] [2340/3539] Completed OLED in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:34.242504] [INFO ] [sig       ] [2341/3539] Forecasting OLLI...
[2025-12-30T20:28:34.242532] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-30T20:28:34.242562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-30T20:28:34.253436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-30T20:28:34.253713] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-30T20:28:34.254452] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-30T20:28:34.254503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:34.254533] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:34.254558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:34.254640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:34.311342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:34.311922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:34.311998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:34.312029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:34.426285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:34.426391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:34.426427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:34.426454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:34.429592] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-30T20:28:34.429852] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-30T20:28:34.429970] [INFO ] [sig       ] OLLI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:34.569506] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OLLI.txt
[2025-12-30T20:28:34.569648] [INFO ] [sig       ] [2341/3539] Completed OLLI in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:34.569687] [INFO ] [sig       ] [2342/3539] Forecasting OLMA...
[2025-12-30T20:28:34.569716] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-30T20:28:34.569746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-30T20:28:34.581672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-30T20:28:34.582022] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-30T20:28:34.582836] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-30T20:28:34.582894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:34.582931] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:34.582966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:34.583041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:34.642131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:34.642888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:34.643001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:34.643035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:34.770196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:34.770357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:34.770418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:34.770449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:34.773933] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-12-30T20:28:34.774242] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-30T20:28:34.774391] [INFO ] [sig       ] OLMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:34.917751] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OLMA.txt
[2025-12-30T20:28:34.917906] [INFO ] [sig       ] [2342/3539] Completed OLMA in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:34.917946] [INFO ] [sig       ] [2343/3539] Forecasting OLN...
[2025-12-30T20:28:34.917976] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-30T20:28:34.918007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-30T20:28:34.929553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-30T20:28:34.929907] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-30T20:28:34.930695] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-30T20:28:34.930748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:34.930779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:34.930805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:34.930862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:34.989798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:34.990412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:34.990493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:34.990526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:35.104632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:35.104789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:35.104830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:35.104859] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:35.108141] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-30T20:28:35.108406] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-30T20:28:35.108526] [INFO ] [sig       ] OLN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:35.247822] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OLN.txt
[2025-12-30T20:28:35.247928] [INFO ] [sig       ] [2343/3539] Completed OLN in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:35.247965] [INFO ] [sig       ] [2344/3539] Forecasting OLP...
[2025-12-30T20:28:35.247993] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-30T20:28:35.248023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-30T20:28:35.259217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-30T20:28:35.259489] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-30T20:28:35.260260] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-30T20:28:35.260312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:35.260342] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:35.260368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:35.260424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:35.320034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:35.320639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:35.320728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:35.320762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:35.435320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:35.435451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:35.435489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:35.435517] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:35.438789] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-30T20:28:35.439057] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-30T20:28:35.439176] [INFO ] [sig       ] OLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:35.578272] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OLP.txt
[2025-12-30T20:28:35.578398] [INFO ] [sig       ] [2344/3539] Completed OLP in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:35.578439] [INFO ] [sig       ] [2345/3539] Forecasting OLPX...
[2025-12-30T20:28:35.578467] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-30T20:28:35.578498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-30T20:28:35.589996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-30T20:28:35.590281] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-30T20:28:35.591083] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-30T20:28:35.591136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:35.591168] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:35.591194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:35.591252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:35.651149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:35.651987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:35.652074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:35.652109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:35.770484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:35.770648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:35.770692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:35.770721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:35.773977] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-12-30T20:28:35.774239] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-30T20:28:35.774357] [INFO ] [sig       ] OLPX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:35.914644] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OLPX.txt
[2025-12-30T20:28:35.914819] [INFO ] [sig       ] [2345/3539] Completed OLPX in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:35.914873] [INFO ] [sig       ] [2346/3539] Forecasting OM...
[2025-12-30T20:28:35.914914] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-30T20:28:35.914958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-30T20:28:35.926386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-30T20:28:35.926749] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-30T20:28:35.927543] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-30T20:28:35.927621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:35.927670] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:35.927700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:35.927759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:35.987779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:35.988427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:35.988510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:35.988544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:36.105478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:36.105644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:36.105686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:36.105714] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:36.109015] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-12-30T20:28:36.109278] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-30T20:28:36.109398] [INFO ] [sig       ] OM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:36.250606] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OM.txt
[2025-12-30T20:28:36.250731] [INFO ] [sig       ] [2346/3539] Completed OM in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:36.250769] [INFO ] [sig       ] [2347/3539] Forecasting OMAB...
[2025-12-30T20:28:36.250798] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-30T20:28:36.250828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-30T20:28:36.261796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-30T20:28:36.262045] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-30T20:28:36.262802] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-30T20:28:36.262852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:36.262883] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:36.262909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:36.262966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:36.319917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:36.320496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:36.320589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:36.320623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:36.437731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:36.437857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:36.437894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:36.437921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:36.441156] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-30T20:28:36.441418] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-30T20:28:36.441535] [INFO ] [sig       ] OMAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:36.581018] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OMAB.txt
[2025-12-30T20:28:36.581124] [INFO ] [sig       ] [2347/3539] Completed OMAB in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:36.581160] [INFO ] [sig       ] [2348/3539] Forecasting OMC...
[2025-12-30T20:28:36.581189] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-30T20:28:36.581219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-30T20:28:36.591980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-30T20:28:36.592238] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-30T20:28:36.592994] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-30T20:28:36.593045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:36.593077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:36.593103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:36.593159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:36.650201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:36.650815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:36.650892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:36.650924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:36.772190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:36.772365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:36.772407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:36.772435] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:36.775893] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-12-30T20:28:36.776176] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-30T20:28:36.776297] [INFO ] [sig       ] OMC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:36.916051] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OMC.txt
[2025-12-30T20:28:36.916169] [INFO ] [sig       ] [2348/3539] Completed OMC in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:36.916209] [INFO ] [sig       ] [2349/3539] Forecasting OMCL...
[2025-12-30T20:28:36.916238] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-30T20:28:36.916268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-30T20:28:36.927139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-30T20:28:36.927396] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-30T20:28:36.928159] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-30T20:28:36.928211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:36.928278] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:36.928306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:36.928364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:36.985178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:36.985786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:36.985877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:36.985911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:37.106526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:37.106651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:37.106689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:37.106716] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:37.109857] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-30T20:28:37.110118] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-30T20:28:37.110235] [INFO ] [sig       ] OMCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:37.249130] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OMCL.txt
[2025-12-30T20:28:37.249236] [INFO ] [sig       ] [2349/3539] Completed OMCL in 0.3s | 2.89 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-30T20:28:37.249274] [INFO ] [sig       ] [2350/3539] Forecasting OMEX...
[2025-12-30T20:28:37.249309] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-30T20:28:37.249340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-30T20:28:37.260605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-30T20:28:37.260848] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-30T20:28:37.261594] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-30T20:28:37.261646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:37.261677] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:37.261703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:37.261760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:37.318868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:37.319432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:37.319510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:37.319543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:37.436681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:37.436776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:37.436811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:37.436839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:37.439888] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-30T20:28:37.440144] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-30T20:28:37.440261] [INFO ] [sig       ] OMEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:37.580225] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OMEX.txt
[2025-12-30T20:28:37.580343] [INFO ] [sig       ] [2350/3539] Completed OMEX in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-30T20:28:37.580380] [INFO ] [sig       ] [2351/3539] Forecasting OMF...
[2025-12-30T20:28:37.580409] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-30T20:28:37.580439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-30T20:28:37.591970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-30T20:28:37.592222] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-30T20:28:37.592973] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-30T20:28:37.593025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:37.593056] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:37.593082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:37.593139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:37.649568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:37.650167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:37.650243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:37.650275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:37.768763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:37.768915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:37.768954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:37.768982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:37.772266] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-30T20:28:37.772531] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-30T20:28:37.772671] [INFO ] [sig       ] OMF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:37.913127] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OMF.txt
[2025-12-30T20:28:37.913275] [INFO ] [sig       ] [2351/3539] Completed OMF in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-30T20:28:37.913314] [INFO ] [sig       ] [2352/3539] Forecasting OMI...
[2025-12-30T20:28:37.913344] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-30T20:28:37.913376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-30T20:28:37.924616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-30T20:28:37.924861] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-30T20:28:37.925614] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-30T20:28:37.925665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:37.925695] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:37.925721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:37.925778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:37.983411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:37.984019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:37.984116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:37.984148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:38.104762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:38.104882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:38.104919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:38.104978] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:38.108240] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-30T20:28:38.108509] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-30T20:28:38.108648] [INFO ] [sig       ] OMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:38.249886] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OMI.txt
[2025-12-30T20:28:38.249991] [INFO ] [sig       ] [2352/3539] Completed OMI in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:38.250029] [INFO ] [sig       ] [2353/3539] Forecasting ON...
[2025-12-30T20:28:38.250059] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-30T20:28:38.250089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-30T20:28:38.260954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-30T20:28:38.261205] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-30T20:28:38.261956] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-30T20:28:38.262008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:38.262039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:38.262065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:38.262122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:38.322107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:38.322799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:38.322875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:38.322906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:38.443638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:38.443773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:38.443811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:38.443855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:38.447047] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-30T20:28:38.447323] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-30T20:28:38.447442] [INFO ] [sig       ] ON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:38.587000] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ON.txt
[2025-12-30T20:28:38.587121] [INFO ] [sig       ] [2353/3539] Completed ON in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:38.587158] [INFO ] [sig       ] [2354/3539] Forecasting ONB...
[2025-12-30T20:28:38.587187] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-30T20:28:38.587216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-30T20:28:38.598938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-30T20:28:38.599190] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-30T20:28:38.599945] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-30T20:28:38.599997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:38.600028] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:38.600054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:38.600111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:38.656284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:38.656889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:38.656967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:38.657000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:38.774759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:38.774890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:38.774927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:38.774956] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:38.778147] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-30T20:28:38.778407] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-30T20:28:38.778531] [INFO ] [sig       ] ONB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:38.918299] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONB.txt
[2025-12-30T20:28:38.918422] [INFO ] [sig       ] [2354/3539] Completed ONB in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:38.918459] [INFO ] [sig       ] [2355/3539] Forecasting ONCO...
[2025-12-30T20:28:38.918488] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-30T20:28:38.918519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-30T20:28:38.930046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-30T20:28:38.930293] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-30T20:28:38.931044] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-30T20:28:38.931095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:38.931126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:38.931152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:38.931208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:38.987978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:38.988654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:38.988748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:38.988781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:39.103540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:39.103719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:39.103762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:39.103790] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:39.107083] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-30T20:28:39.107350] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-30T20:28:39.107471] [INFO ] [sig       ] ONCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:39.248345] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ONCO.txt
[2025-12-30T20:28:39.248482] [INFO ] [sig       ] [2355/3539] Completed ONCO in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:39.248521] [INFO ] [sig       ] [2356/3539] Forecasting ONDS...
[2025-12-30T20:28:39.248551] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-30T20:28:39.248599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-30T20:28:39.259392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-30T20:28:39.259717] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-30T20:28:39.260473] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-30T20:28:39.260530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:39.260562] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:39.260615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:39.260674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:39.317413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:39.318182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:39.318261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:39.318293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:39.436031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:39.436186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:39.436226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:39.436256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:39.439570] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-30T20:28:39.439868] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-30T20:28:39.440011] [INFO ] [sig       ] ONDS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:39.579658] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONDS.txt
[2025-12-30T20:28:39.579767] [INFO ] [sig       ] [2356/3539] Completed ONDS in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:39.579817] [INFO ] [sig       ] [2357/3539] Forecasting ONEQ...
[2025-12-30T20:28:39.579847] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-30T20:28:39.579879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-30T20:28:39.590936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-30T20:28:39.591193] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-30T20:28:39.591946] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-30T20:28:39.591997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:39.592028] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:39.592055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:39.592122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:39.648943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:39.649569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:39.649666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:39.649698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:39.765013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:39.765151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:39.765190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:39.765218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:39.768429] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-30T20:28:39.768739] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-30T20:28:39.768861] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:39.961181] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ONEQ.txt
[2025-12-30T20:28:39.961312] [INFO ] [sig       ] [2357/3539] Completed ONEQ in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:39.961351] [INFO ] [sig       ] [2358/3539] Forecasting ONL...
[2025-12-30T20:28:39.961381] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-30T20:28:39.961410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-30T20:28:39.973446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-30T20:28:39.973723] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-30T20:28:39.974461] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-30T20:28:39.974513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:39.974544] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:39.974595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:39.974657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:40.033403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:40.034457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:40.034543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:40.034787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:40.159979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:40.160133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:40.160172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:40.160201] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:40.163497] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-30T20:28:40.163778] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-30T20:28:40.163899] [INFO ] [sig       ] ONL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:40.304602] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONL.txt
[2025-12-30T20:28:40.304708] [INFO ] [sig       ] [2358/3539] Completed ONL in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:40.304745] [INFO ] [sig       ] [2359/3539] Forecasting ONON...
[2025-12-30T20:28:40.304774] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-30T20:28:40.304803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-30T20:28:40.315932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-30T20:28:40.316257] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-30T20:28:40.317027] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-30T20:28:40.317115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:40.317148] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:40.317174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:40.317231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:40.373871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:40.374465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:40.374569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:40.374620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:40.494531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:40.494672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:40.494713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:40.494742] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:40.497961] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-30T20:28:40.498221] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-30T20:28:40.498342] [INFO ] [sig       ] ONON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:40.641529] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONON.txt
[2025-12-30T20:28:40.641862] [INFO ] [sig       ] [2359/3539] Completed ONON in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:40.641902] [INFO ] [sig       ] [2360/3539] Forecasting ONTF...
[2025-12-30T20:28:40.641934] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-30T20:28:40.641965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-30T20:28:40.654598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-30T20:28:40.654852] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-30T20:28:40.655608] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-30T20:28:40.655661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:40.655692] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:40.655719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:40.655960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:40.712508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:40.713155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:40.713233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:40.713264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:40.829450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:40.829612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:40.829653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:40.829681] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:40.832911] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-30T20:28:40.833170] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-30T20:28:40.833290] [INFO ] [sig       ] ONTF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:40.973784] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONTF.txt
[2025-12-30T20:28:40.973909] [INFO ] [sig       ] [2360/3539] Completed ONTF in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:40.973948] [INFO ] [sig       ] [2361/3539] Forecasting ONTO...
[2025-12-30T20:28:40.973976] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-30T20:28:40.974007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-30T20:28:40.986025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-30T20:28:40.986299] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-30T20:28:40.987064] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-30T20:28:40.987116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:40.987147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:40.987173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:40.987229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:41.043917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:41.044480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:41.044557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:41.044607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:41.163881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:41.163989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:41.164024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:41.164052] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:41.167163] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-30T20:28:41.167421] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-30T20:28:41.167542] [INFO ] [sig       ] ONTO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:41.308770] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ONTO.txt
[2025-12-30T20:28:41.308875] [INFO ] [sig       ] [2361/3539] Completed ONTO in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:41.308913] [INFO ] [sig       ] [2362/3539] Forecasting OOMA...
[2025-12-30T20:28:41.308943] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-30T20:28:41.308973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-30T20:28:41.320962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-30T20:28:41.321300] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-30T20:28:41.322114] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-30T20:28:41.322167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:41.322199] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:41.322225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:41.322282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:41.381231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:41.382358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:41.382451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:41.382483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:41.501977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:41.502152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:41.502194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:41.502223] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:41.505838] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2025-12-30T20:28:41.506197] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-30T20:28:41.506340] [INFO ] [sig       ] OOMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:41.652010] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OOMA.txt
[2025-12-30T20:28:41.652216] [INFO ] [sig       ] [2362/3539] Completed OOMA in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:41.652258] [INFO ] [sig       ] [2363/3539] Forecasting OPAD...
[2025-12-30T20:28:41.652289] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-30T20:28:41.652319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-30T20:28:41.664379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-30T20:28:41.664820] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-30T20:28:41.665645] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-30T20:28:41.665698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:41.665917] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:41.665944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:41.666001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:41.729018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:41.729980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:41.730070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:41.730103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:41.860598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:41.860993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:41.861044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:41.861074] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:41.865083] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=77.60%)
[2025-12-30T20:28:41.865405] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-30T20:28:41.865558] [INFO ] [sig       ] OPAD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:42.019373] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPAD.txt
[2025-12-30T20:28:42.019523] [INFO ] [sig       ] [2363/3539] Completed OPAD in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:42.019567] [INFO ] [sig       ] [2364/3539] Forecasting OPAL...
[2025-12-30T20:28:42.019619] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-30T20:28:42.019650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-30T20:28:42.030987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-30T20:28:42.031293] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-30T20:28:42.032162] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-30T20:28:42.032216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:42.032248] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:42.032276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:42.032334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:42.092090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:42.092796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:42.092879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:42.092913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:42.214300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:42.214459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:42.214500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:42.214529] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:42.218015] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-30T20:28:42.218331] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-30T20:28:42.218458] [INFO ] [sig       ] OPAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:42.371051] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OPAL.txt
[2025-12-30T20:28:42.371207] [INFO ] [sig       ] [2364/3539] Completed OPAL in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:42.371245] [INFO ] [sig       ] [2365/3539] Forecasting OPBK...
[2025-12-30T20:28:42.371275] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-30T20:28:42.371306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-30T20:28:42.382733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-30T20:28:42.383046] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-30T20:28:42.383969] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-30T20:28:42.384022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:42.384055] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:42.384082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:42.384139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:42.441409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:42.442152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:42.442234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:42.442267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:42.563991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:42.564136] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:28:42.564177] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:42.564206] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:42.567565] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-30T20:28:42.567848] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-30T20:28:42.567970] [INFO ] [sig       ] OPBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:42.708254] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OPBK.txt
[2025-12-30T20:28:42.708386] [INFO ] [sig       ] [2365/3539] Completed OPBK in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:42.708425] [INFO ] [sig       ] [2366/3539] Forecasting OPCH...
[2025-12-30T20:28:42.708454] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-30T20:28:42.708484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-30T20:28:42.720077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-30T20:28:42.720378] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-30T20:28:42.721169] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-30T20:28:42.721224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:42.721284] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:42.721313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:42.721373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:42.780380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:42.781299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:42.781387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:42.781421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:42.905007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:42.905185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:42.905228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:42.905256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:42.908766] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-12-30T20:28:42.909042] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-30T20:28:42.909168] [INFO ] [sig       ] OPCH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:43.062223] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPCH.txt
[2025-12-30T20:28:43.062376] [INFO ] [sig       ] [2366/3539] Completed OPCH in 0.4s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:43.062418] [INFO ] [sig       ] [2367/3539] Forecasting OPEN...
[2025-12-30T20:28:43.062450] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-30T20:28:43.062492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-30T20:28:43.074783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-30T20:28:43.075160] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-30T20:28:43.075995] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-30T20:28:43.076050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:43.076089] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:43.076119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:43.076183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:43.134207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:43.134996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:43.135083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:43.135117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:43.257510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:43.257704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:43.257748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:43.257776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:43.261178] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-12-30T20:28:43.261459] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-30T20:28:43.261600] [INFO ] [sig       ] OPEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:43.406116] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OPEN.txt
[2025-12-30T20:28:43.406246] [INFO ] [sig       ] [2367/3539] Completed OPEN in 0.3s | 2.89 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-30T20:28:43.406285] [INFO ] [sig       ] [2368/3539] Forecasting OPFI...
[2025-12-30T20:28:43.406315] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-30T20:28:43.406345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-30T20:28:43.418927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-30T20:28:43.419343] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-30T20:28:43.420164] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-30T20:28:43.420218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:43.420251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:43.420277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:43.420335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:43.479957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:43.480851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:43.480941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:43.480974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:43.603905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:43.604072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:43.604116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:43.604143] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:43.607732] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-30T20:28:43.608050] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-30T20:28:43.608187] [INFO ] [sig       ] OPFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:43.759857] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPFI.txt
[2025-12-30T20:28:43.759989] [INFO ] [sig       ] [2368/3539] Completed OPFI in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-30T20:28:43.760028] [INFO ] [sig       ] [2369/3539] Forecasting OPK...
[2025-12-30T20:28:43.760056] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-30T20:28:43.760088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-30T20:28:43.771893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-30T20:28:43.772186] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-30T20:28:43.772967] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-30T20:28:43.773019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:43.773050] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:43.773076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:43.773132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:43.832300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:43.833041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:43.833123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:43.833156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:43.953266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:43.953423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:43.953463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:43.953523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:43.956820] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-30T20:28:43.957090] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-30T20:28:43.957210] [INFO ] [sig       ] OPK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:44.108791] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OPK.txt
[2025-12-30T20:28:44.108965] [INFO ] [sig       ] [2369/3539] Completed OPK in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:44.109006] [INFO ] [sig       ] [2370/3539] Forecasting OPP...
[2025-12-30T20:28:44.109036] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-30T20:28:44.109065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-30T20:28:44.121888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-30T20:28:44.122339] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-30T20:28:44.123476] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-30T20:28:44.123548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:44.123603] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:44.123637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:44.123697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:44.187221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:44.188149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:44.188239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:44.188273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:44.313923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:44.314089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:44.314132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:44.314161] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:44.317958] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-30T20:28:44.318279] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-30T20:28:44.318419] [INFO ] [sig       ] OPP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:44.474921] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPP.txt
[2025-12-30T20:28:44.475080] [INFO ] [sig       ] [2370/3539] Completed OPP in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:44.475122] [INFO ] [sig       ] [2371/3539] Forecasting OPRA...
[2025-12-30T20:28:44.475154] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-30T20:28:44.475189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-30T20:28:44.487239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-30T20:28:44.487625] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-30T20:28:44.488535] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-30T20:28:44.488628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:44.488675] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:44.488706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:44.488793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:44.550207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:44.551086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:44.551174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:44.551217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:44.672692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:44.672846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:44.672888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:44.672918] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:44.676229] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-30T20:28:44.676503] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-30T20:28:44.676649] [INFO ] [sig       ] OPRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:44.827503] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPRA.txt
[2025-12-30T20:28:44.827684] [INFO ] [sig       ] [2371/3539] Completed OPRA in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:44.827726] [INFO ] [sig       ] [2372/3539] Forecasting OPRX...
[2025-12-30T20:28:44.827755] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-30T20:28:44.827788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-30T20:28:44.839499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-30T20:28:44.839860] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-30T20:28:44.840634] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-30T20:28:44.840685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:44.840716] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:44.840742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:44.840798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:44.901780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:44.902900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:44.903023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:44.903074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:45.036453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:45.036659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:45.036711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:45.036742] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:45.041382] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-30T20:28:45.041911] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-30T20:28:45.042051] [INFO ] [sig       ] OPRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:45.192909] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPRX.txt
[2025-12-30T20:28:45.193065] [INFO ] [sig       ] [2372/3539] Completed OPRX in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:45.193106] [INFO ] [sig       ] [2373/3539] Forecasting OPTX...
[2025-12-30T20:28:45.193136] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-30T20:28:45.193166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-30T20:28:45.204897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-30T20:28:45.205179] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-30T20:28:45.206011] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-30T20:28:45.206064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:45.206098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:45.206125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:45.206183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:45.263877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:45.264548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:45.264649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:45.264683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:45.382150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:45.382317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:45.382360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:45.382389] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:45.385890] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-30T20:28:45.386178] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-30T20:28:45.386308] [INFO ] [sig       ] OPTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:45.530191] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OPTX.txt
[2025-12-30T20:28:45.530354] [INFO ] [sig       ] [2373/3539] Completed OPTX in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:45.530402] [INFO ] [sig       ] [2374/3539] Forecasting OPXS...
[2025-12-30T20:28:45.530433] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-30T20:28:45.530464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-30T20:28:45.542001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-30T20:28:45.542369] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-30T20:28:45.543186] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-30T20:28:45.543239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:45.543272] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:45.543299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:45.543358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:45.600876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:45.601778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:45.601866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:45.601899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:45.723227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:45.723397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:45.723439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:45.723467] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:45.727011] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-30T20:28:45.727316] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-30T20:28:45.727449] [INFO ] [sig       ] OPXS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:45.868843] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OPXS.txt
[2025-12-30T20:28:45.869007] [INFO ] [sig       ] [2374/3539] Completed OPXS in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:45.869047] [INFO ] [sig       ] [2375/3539] Forecasting ORA...
[2025-12-30T20:28:45.869077] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-30T20:28:45.869108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-30T20:28:45.880873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-30T20:28:45.881233] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-30T20:28:45.882010] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-30T20:28:45.882061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:45.882092] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:45.882118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:45.882174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:45.942386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:45.943306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:45.943393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:45.943428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:46.083419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:46.083614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:46.083663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:46.083693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:46.087012] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-30T20:28:46.087288] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-30T20:28:46.087427] [INFO ] [sig       ] ORA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:46.227287] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ORA.txt
[2025-12-30T20:28:46.227445] [INFO ] [sig       ] [2375/3539] Completed ORA in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:46.227484] [INFO ] [sig       ] [2376/3539] Forecasting ORC...
[2025-12-30T20:28:46.227514] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-30T20:28:46.227545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-30T20:28:46.239116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-30T20:28:46.239469] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-30T20:28:46.240282] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-30T20:28:46.240336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:46.240367] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:46.240394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:46.240451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:46.298705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:46.299568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:46.299708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:46.299742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:46.419519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:46.419699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:46.419742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:46.419770] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:46.423523] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-30T20:28:46.424010] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-30T20:28:46.424135] [INFO ] [sig       ] ORC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:46.568386] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORC.txt
[2025-12-30T20:28:46.568547] [INFO ] [sig       ] [2376/3539] Completed ORC in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:46.568605] [INFO ] [sig       ] [2377/3539] Forecasting ORGO...
[2025-12-30T20:28:46.568640] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-30T20:28:46.568674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-30T20:28:46.580764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-30T20:28:46.581101] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-30T20:28:46.581895] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-30T20:28:46.581947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:46.581978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:46.582005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:46.582063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:46.643863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:46.644850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:46.644936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:46.644970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:46.762684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:46.762843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:46.762899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:46.762929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:46.766228] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-30T20:28:46.766538] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-30T20:28:46.766690] [INFO ] [sig       ] ORGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:46.906742] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORGO.txt
[2025-12-30T20:28:46.906905] [INFO ] [sig       ] [2377/3539] Completed ORGO in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:46.906945] [INFO ] [sig       ] [2378/3539] Forecasting ORIC...
[2025-12-30T20:28:46.906974] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-30T20:28:46.907006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-30T20:28:46.919624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-30T20:28:46.920020] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-30T20:28:46.920820] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-30T20:28:46.920871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:46.920902] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:46.920928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:46.920985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:46.979718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:46.980613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:46.980703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:46.980738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:47.102321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:47.102481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:47.102524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:47.102554] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:47.106105] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-30T20:28:47.106386] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-30T20:28:47.106516] [INFO ] [sig       ] ORIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:47.251760] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORIC.txt
[2025-12-30T20:28:47.251904] [INFO ] [sig       ] [2378/3539] Completed ORIC in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:47.251946] [INFO ] [sig       ] [2379/3539] Forecasting ORKA...
[2025-12-30T20:28:47.251979] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-30T20:28:47.252010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-30T20:28:47.263407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-30T20:28:47.263715] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-30T20:28:47.264792] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-30T20:28:47.264860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:47.264902] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:47.264942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:47.265030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:47.324786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:47.325717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:47.325807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:47.325841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:47.452186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:47.452342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:47.452383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:47.452411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:47.455766] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-30T20:28:47.456033] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-30T20:28:47.456153] [INFO ] [sig       ] ORKA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:47.601192] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ORKA.txt
[2025-12-30T20:28:47.601439] [INFO ] [sig       ] [2379/3539] Completed ORKA in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:47.601498] [INFO ] [sig       ] [2380/3539] Forecasting ORLY...
[2025-12-30T20:28:47.601539] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-30T20:28:47.601601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-30T20:28:47.613540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-30T20:28:47.614115] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-30T20:28:47.614921] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-30T20:28:47.614974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:47.615008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:47.615037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:47.615098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:47.677130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:47.677974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:47.678059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:47.678093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:47.803685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:47.803859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:47.803902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:47.803932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:47.807399] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-30T20:28:47.807717] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-30T20:28:47.807848] [INFO ] [sig       ] ORLY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:47.951951] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORLY.txt
[2025-12-30T20:28:47.952112] [INFO ] [sig       ] [2380/3539] Completed ORLY in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:47.952152] [INFO ] [sig       ] [2381/3539] Forecasting ORMP...
[2025-12-30T20:28:47.952183] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-30T20:28:47.952214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-30T20:28:47.965677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-30T20:28:47.966085] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-30T20:28:47.966885] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-30T20:28:47.966936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:47.966981] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:47.967009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:47.967067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:48.025788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:48.026695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:48.026785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:48.026820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:48.143678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:48.143849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:48.143891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:48.143921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:48.147437] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-12-30T20:28:48.147771] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-30T20:28:48.147909] [INFO ] [sig       ] ORMP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:48.303300] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORMP.txt
[2025-12-30T20:28:48.303468] [INFO ] [sig       ] [2381/3539] Completed ORMP in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:48.303510] [INFO ] [sig       ] [2382/3539] Forecasting ORN...
[2025-12-30T20:28:48.303544] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-30T20:28:48.303653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-30T20:28:48.315633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-30T20:28:48.316032] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-30T20:28:48.316899] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-30T20:28:48.316961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:48.316996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:48.317024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:48.317086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:48.375150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:48.376080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:48.376172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:48.376207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:48.506084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:48.506267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:48.506317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:48.506348] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:48.509923] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-30T20:28:48.510236] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-30T20:28:48.510375] [INFO ] [sig       ] ORN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:48.655810] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ORN.txt
[2025-12-30T20:28:48.655969] [INFO ] [sig       ] [2382/3539] Completed ORN in 0.4s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:48.656009] [INFO ] [sig       ] [2383/3539] Forecasting ORRF...
[2025-12-30T20:28:48.656040] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-30T20:28:48.656070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-30T20:28:48.670811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-30T20:28:48.671170] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-30T20:28:48.671970] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-30T20:28:48.672021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:48.672088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:48.672128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:48.672210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:48.732360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:48.733284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:48.733374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:48.733407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:48.853199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:48.853350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:48.853391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:48.853419] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:48.856837] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-30T20:28:48.857136] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-30T20:28:48.857266] [INFO ] [sig       ] ORRF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:48.997604] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ORRF.txt
[2025-12-30T20:28:48.997738] [INFO ] [sig       ] [2383/3539] Completed ORRF in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:48.997777] [INFO ] [sig       ] [2384/3539] Forecasting OS...
[2025-12-30T20:28:48.997807] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-30T20:28:48.997837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-30T20:28:49.009858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-30T20:28:49.010213] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-30T20:28:49.011090] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-30T20:28:49.011142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:49.011175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:49.011202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:49.011260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:49.070915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:49.071724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:49.071808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:49.071842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:49.191107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:49.191266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:49.191306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:49.191334] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:49.194646] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-30T20:28:49.194919] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-30T20:28:49.195040] [INFO ] [sig       ] OS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:49.337469] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OS.txt
[2025-12-30T20:28:49.337647] [INFO ] [sig       ] [2384/3539] Completed OS in 0.3s | 2.89 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-30T20:28:49.337692] [INFO ] [sig       ] [2385/3539] Forecasting OSBC...
[2025-12-30T20:28:49.337735] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-30T20:28:49.337766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-30T20:28:49.350624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-30T20:28:49.351005] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-30T20:28:49.351873] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-30T20:28:49.351927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:49.351961] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:49.351988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:49.352046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:49.411984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:49.412858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:49.412941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:49.412973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:49.526866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:49.526988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:49.527024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:49.527051] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:49.530240] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-12-30T20:28:49.530508] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-30T20:28:49.530647] [INFO ] [sig       ] OSBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:49.670855] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OSBC.txt
[2025-12-30T20:28:49.670980] [INFO ] [sig       ] [2385/3539] Completed OSBC in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-30T20:28:49.671018] [INFO ] [sig       ] [2386/3539] Forecasting OSIS...
[2025-12-30T20:28:49.671047] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-30T20:28:49.671079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-30T20:28:49.682535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-30T20:28:49.682827] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-30T20:28:49.683626] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-30T20:28:49.683679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:49.683710] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:49.683737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:49.683794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:49.743286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:49.743938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:49.744019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:49.744053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:49.860836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:49.860982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:49.861021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:49.861076] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:49.864344] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-30T20:28:49.864629] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-30T20:28:49.864751] [INFO ] [sig       ] OSIS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:50.008821] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OSIS.txt
[2025-12-30T20:28:50.008982] [INFO ] [sig       ] [2386/3539] Completed OSIS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:50.009024] [INFO ] [sig       ] [2387/3539] Forecasting OSPN...
[2025-12-30T20:28:50.009053] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-30T20:28:50.009084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-30T20:28:50.020746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-30T20:28:50.021128] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-30T20:28:50.021990] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-30T20:28:50.022044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:50.022076] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:50.022103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:50.022162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:50.080525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:50.081196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:50.081276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:50.081308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:50.199341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:50.199445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:50.199482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:50.199509] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:50.202625] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-30T20:28:50.202883] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-30T20:28:50.203001] [INFO ] [sig       ] OSPN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:50.343404] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OSPN.txt
[2025-12-30T20:28:50.343530] [INFO ] [sig       ] [2387/3539] Completed OSPN in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:50.343583] [INFO ] [sig       ] [2388/3539] Forecasting OSS...
[2025-12-30T20:28:50.343618] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-30T20:28:50.343648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-30T20:28:50.354894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-30T20:28:50.355167] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-30T20:28:50.356003] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-30T20:28:50.356056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:50.356087] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:50.356116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:50.356175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:50.418781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:50.419507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:50.419608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:50.419645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:50.532019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:50.532148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:50.532186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:50.532232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:50.535422] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-30T20:28:50.535707] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-30T20:28:50.535831] [INFO ] [sig       ] OSS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:50.675511] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OSS.txt
[2025-12-30T20:28:50.675660] [INFO ] [sig       ] [2388/3539] Completed OSS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:50.675700] [INFO ] [sig       ] [2389/3539] Forecasting OTEX...
[2025-12-30T20:28:50.675730] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-30T20:28:50.675761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-30T20:28:50.686968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-30T20:28:50.687285] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-30T20:28:50.688056] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-30T20:28:50.688107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:50.688138] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:50.688164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:50.688220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:50.746010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:50.746846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:50.746934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:50.746967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:50.867055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:50.867193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:50.867230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:50.867257] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:50.870485] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-30T20:28:50.870769] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-30T20:28:50.870890] [INFO ] [sig       ] OTEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:51.010566] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OTEX.txt
[2025-12-30T20:28:51.010714] [INFO ] [sig       ] [2389/3539] Completed OTEX in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:51.010753] [INFO ] [sig       ] [2390/3539] Forecasting OTIS...
[2025-12-30T20:28:51.010781] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-30T20:28:51.010811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-30T20:28:51.021739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-30T20:28:51.022002] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-30T20:28:51.022762] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-30T20:28:51.022814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:51.022845] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:51.022872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:51.022930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:51.082087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:51.082699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:51.082778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:51.082823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:51.201253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:51.201403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:51.201444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:51.201473] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:51.204840] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-30T20:28:51.205118] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-30T20:28:51.205244] [INFO ] [sig       ] OTIS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:51.348872] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OTIS.txt
[2025-12-30T20:28:51.348995] [INFO ] [sig       ] [2390/3539] Completed OTIS in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:51.349034] [INFO ] [sig       ] [2391/3539] Forecasting OTLY...
[2025-12-30T20:28:51.349070] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-30T20:28:51.349100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-30T20:28:51.361050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-30T20:28:51.361435] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-30T20:28:51.362302] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-30T20:28:51.362356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:51.362388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:51.362414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:51.362472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:51.421215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:51.421872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:51.421952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:51.421985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:51.540306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:51.540447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:51.540493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:51.540522] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:51.543818] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-30T20:28:51.544095] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-30T20:28:51.544217] [INFO ] [sig       ] OTLY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:51.684590] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OTLY.txt
[2025-12-30T20:28:51.684721] [INFO ] [sig       ] [2391/3539] Completed OTLY in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:51.684759] [INFO ] [sig       ] [2392/3539] Forecasting OVID...
[2025-12-30T20:28:51.684788] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-30T20:28:51.684818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-30T20:28:51.697560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-30T20:28:51.697852] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-30T20:28:51.698642] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-30T20:28:51.698695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:51.698750] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:51.698792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:51.698852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:51.757453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:51.758134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:51.758217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:51.758250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:51.874806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:51.874961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:51.875001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:51.875030] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:51.878335] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-30T20:28:51.878624] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-30T20:28:51.878764] [INFO ] [sig       ] OVID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:52.053453] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OVID.txt
[2025-12-30T20:28:52.053596] [INFO ] [sig       ] [2392/3539] Completed OVID in 0.4s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:52.053636] [INFO ] [sig       ] [2393/3539] Forecasting OVLY...
[2025-12-30T20:28:52.053666] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-30T20:28:52.053696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-30T20:28:52.064341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-30T20:28:52.064595] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-30T20:28:52.065330] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-30T20:28:52.065382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:52.065414] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:52.065442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:52.065500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:52.122570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:52.123187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:52.123289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:52.123322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:52.218128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:52.218223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:52.218259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:52.218286] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:52.221473] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-30T20:28:52.221749] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-30T20:28:52.221870] [INFO ] [sig       ] OVLY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:52.361819] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OVLY.txt
[2025-12-30T20:28:52.361968] [INFO ] [sig       ] [2393/3539] Completed OVLY in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:52.362006] [INFO ] [sig       ] [2394/3539] Forecasting OWL...
[2025-12-30T20:28:52.362055] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-30T20:28:52.362098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-30T20:28:52.374001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-30T20:28:52.374316] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-30T20:28:52.375136] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-30T20:28:52.375189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:52.375222] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:52.375250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:52.375308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:52.433721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:52.434332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:52.434413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:52.434446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:52.552741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:52.552903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:52.552944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:52.552973] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:52.556362] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-30T20:28:52.556657] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-30T20:28:52.556785] [INFO ] [sig       ] OWL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:52.697442] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OWL.txt
[2025-12-30T20:28:52.697565] [INFO ] [sig       ] [2394/3539] Completed OWL in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:52.697622] [INFO ] [sig       ] [2395/3539] Forecasting OXLC...
[2025-12-30T20:28:52.697652] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-30T20:28:52.697680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-30T20:28:52.711212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-30T20:28:52.711548] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-30T20:28:52.712534] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-30T20:28:52.712603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:52.712636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:52.712662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:52.712718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:52.772065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:52.772835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:52.772917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:52.772950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:52.890730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:52.890871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:52.890910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:52.890939] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:52.894161] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-30T20:28:52.894423] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-30T20:28:52.894545] [INFO ] [sig       ] OXLC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:53.036501] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OXLC.txt
[2025-12-30T20:28:53.036648] [INFO ] [sig       ] [2395/3539] Completed OXLC in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:53.036689] [INFO ] [sig       ] [2396/3539] Forecasting OXM...
[2025-12-30T20:28:53.036720] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-30T20:28:53.036788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-30T20:28:53.049774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-30T20:28:53.050156] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-30T20:28:53.051003] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-30T20:28:53.051056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:53.051090] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:53.051117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:53.051176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:53.109726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:53.110687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:53.110782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:53.110816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:53.234149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:53.234310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:53.234352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:53.234380] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:53.237740] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-30T20:28:53.238010] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-30T20:28:53.238129] [INFO ] [sig       ] OXM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:53.379490] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OXM.txt
[2025-12-30T20:28:53.379679] [INFO ] [sig       ] [2396/3539] Completed OXM in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:53.379721] [INFO ] [sig       ] [2397/3539] Forecasting OXSQ...
[2025-12-30T20:28:53.379751] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-30T20:28:53.379781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-30T20:28:53.391320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-30T20:28:53.391658] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-30T20:28:53.392426] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-30T20:28:53.392479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:53.392512] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:53.392539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:53.392622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:53.450978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:53.451619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:53.451702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:53.451734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:53.572622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:53.572783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:53.572832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:53.572866] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:53.576183] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-30T20:28:53.576450] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-30T20:28:53.576569] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:53.717426] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OXSQ.txt
[2025-12-30T20:28:53.717561] [INFO ] [sig       ] [2397/3539] Completed OXSQ in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:53.717619] [INFO ] [sig       ] [2398/3539] Forecasting OZEM...
[2025-12-30T20:28:53.717650] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-30T20:28:53.717681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-30T20:28:53.728186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-30T20:28:53.728478] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-30T20:28:53.729339] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-30T20:28:53.729391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:53.729421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:53.729447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:53.729504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:53.787756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:53.788570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:53.788673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:53.788707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:53.899056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:53.899233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:53.899275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:53.899303] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:53.902622] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-30T20:28:53.902889] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-30T20:28:53.903008] [INFO ] [sig       ] OZEM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:54.045057] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/OZEM.txt
[2025-12-30T20:28:54.045197] [INFO ] [sig       ] [2398/3539] Completed OZEM in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:54.045238] [INFO ] [sig       ] [2399/3539] Forecasting OZK...
[2025-12-30T20:28:54.045270] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-30T20:28:54.045302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-30T20:28:54.057470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-30T20:28:54.057765] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-30T20:28:54.058556] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-30T20:28:54.058629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:54.058663] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:54.058691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:54.058791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:54.122674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:54.123559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:54.123675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:54.123709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:54.258055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:54.258216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:54.258258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:54.258289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:54.261878] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-30T20:28:54.262174] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-30T20:28:54.262301] [INFO ] [sig       ] OZK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:54.408417] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OZK.txt
[2025-12-30T20:28:54.408598] [INFO ] [sig       ] [2399/3539] Completed OZK in 0.4s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:54.408641] [INFO ] [sig       ] [2400/3539] Forecasting OZKAP...
[2025-12-30T20:28:54.408671] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-30T20:28:54.408700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-30T20:28:54.420531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-30T20:28:54.420824] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-30T20:28:54.421611] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-30T20:28:54.421664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:54.421721] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:54.421751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:54.421814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:54.480011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:54.480759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:54.480843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:54.480875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:54.598143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:54.598304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:54.598347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:54.598376] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:54.601808] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-12-30T20:28:54.602096] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-30T20:28:54.602223] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:54.743360] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/OZKAP.txt
[2025-12-30T20:28:54.743499] [INFO ] [sig       ] [2400/3539] Completed OZKAP in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:54.743538] [INFO ] [sig       ] [2401/3539] Forecasting PAA...
[2025-12-30T20:28:54.743568] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-30T20:28:54.743617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-30T20:28:54.755373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-30T20:28:54.755696] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-30T20:28:54.756442] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-30T20:28:54.756493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:54.756524] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:54.756550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:54.756627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:54.813381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:54.814092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:54.814172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:54.814204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:54.931653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:54.931814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:54.931865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:54.931900] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:54.935280] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-30T20:28:54.935561] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-30T20:28:54.935723] [INFO ] [sig       ] PAA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:55.084061] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAA.txt
[2025-12-30T20:28:55.084224] [INFO ] [sig       ] [2401/3539] Completed PAA in 0.3s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:55.084271] [INFO ] [sig       ] [2402/3539] Forecasting PAAS...
[2025-12-30T20:28:55.084304] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-30T20:28:55.084337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-30T20:28:55.097969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-30T20:28:55.098341] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-30T20:28:55.099306] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-30T20:28:55.099366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:55.099400] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:55.099427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:55.099485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:55.161462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:55.162249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:55.162339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:55.162373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:55.294077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:55.294234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:55.294276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:55.294306] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:55.298077] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-30T20:28:55.298362] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-30T20:28:55.298489] [INFO ] [sig       ] PAAS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:55.454504] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAAS.txt
[2025-12-30T20:28:55.454681] [INFO ] [sig       ] [2402/3539] Completed PAAS in 0.4s | 2.89 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-30T20:28:55.454725] [INFO ] [sig       ] [2403/3539] Forecasting PAC...
[2025-12-30T20:28:55.454758] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-30T20:28:55.454791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-30T20:28:55.466931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-30T20:28:55.467297] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-30T20:28:55.468163] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-30T20:28:55.468218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:55.468251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:55.468278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:55.468337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:55.531021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:55.531894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:55.531986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:55.532019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:55.663651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:55.663828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:55.663878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:55.663961] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:55.667513] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-30T20:28:55.667813] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-30T20:28:55.667969] [INFO ] [sig       ] PAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:55.822709] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAC.txt
[2025-12-30T20:28:55.822872] [INFO ] [sig       ] [2403/3539] Completed PAC in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-30T20:28:55.822913] [INFO ] [sig       ] [2404/3539] Forecasting PACB...
[2025-12-30T20:28:55.822944] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-30T20:28:55.822976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-30T20:28:55.835837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-30T20:28:55.836157] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-30T20:28:55.836971] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-30T20:28:55.837025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:55.837057] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:55.837084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:55.837142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:55.907829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:55.908900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:55.908985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:55.909019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:56.034147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:56.034310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:56.034353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:56.034384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:56.037943] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-30T20:28:56.038228] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-30T20:28:56.038357] [INFO ] [sig       ] PACB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:56.190871] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PACB.txt
[2025-12-30T20:28:56.191047] [INFO ] [sig       ] [2404/3539] Completed PACB in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:56.191087] [INFO ] [sig       ] [2405/3539] Forecasting PACK...
[2025-12-30T20:28:56.191117] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-30T20:28:56.191147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-30T20:28:56.203337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-30T20:28:56.203715] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-30T20:28:56.204540] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-30T20:28:56.204625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:56.204662] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:56.204691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:56.204751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:56.267826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:56.268591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:56.268680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:56.268731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:56.394171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:56.394322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:56.394365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:56.394396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:56.398111] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-30T20:28:56.398393] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-30T20:28:56.398526] [INFO ] [sig       ] PACK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:56.547484] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PACK.txt
[2025-12-30T20:28:56.547643] [INFO ] [sig       ] [2405/3539] Completed PACK in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:56.547688] [INFO ] [sig       ] [2406/3539] Forecasting PAGP...
[2025-12-30T20:28:56.547718] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-30T20:28:56.547758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-30T20:28:56.560440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-30T20:28:56.560778] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-30T20:28:56.561686] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-30T20:28:56.561741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:56.561773] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:56.561805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:56.561875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:56.621955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:56.622707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:56.622794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:56.622827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:56.750822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:56.750989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:56.751039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:56.751084] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:56.754759] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-30T20:28:56.755121] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-30T20:28:56.755274] [INFO ] [sig       ] PAGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:56.897679] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAGP.txt
[2025-12-30T20:28:56.897839] [INFO ] [sig       ] [2406/3539] Completed PAGP in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:56.897886] [INFO ] [sig       ] [2407/3539] Forecasting PAGS...
[2025-12-30T20:28:56.897922] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-30T20:28:56.897960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-30T20:28:56.909857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-30T20:28:56.910203] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-30T20:28:56.911010] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-30T20:28:56.911061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:56.911093] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:56.911118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:56.911175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:56.967910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:56.968772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:56.968857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:56.968889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:57.090528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:57.090709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:57.090751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:57.090778] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:57.094163] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-30T20:28:57.094436] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-30T20:28:57.094560] [INFO ] [sig       ] PAGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:57.237117] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAGS.txt
[2025-12-30T20:28:57.237282] [INFO ] [sig       ] [2407/3539] Completed PAGS in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:57.237323] [INFO ] [sig       ] [2408/3539] Forecasting PAHC...
[2025-12-30T20:28:57.237352] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-30T20:28:57.237384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-30T20:28:57.249435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-30T20:28:57.249858] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-30T20:28:57.250719] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-30T20:28:57.250773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:57.250806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:57.250833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:57.250891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:57.311252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:57.312185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:57.312280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:57.312313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:57.432824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:57.432982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:57.433023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:57.433052] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:57.436386] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-30T20:28:57.436681] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-30T20:28:57.436806] [INFO ] [sig       ] PAHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:57.580295] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAHC.txt
[2025-12-30T20:28:57.580429] [INFO ] [sig       ] [2408/3539] Completed PAHC in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:57.580474] [INFO ] [sig       ] [2409/3539] Forecasting PAL...
[2025-12-30T20:28:57.580504] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-30T20:28:57.580535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-30T20:28:57.592500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-30T20:28:57.592825] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-30T20:28:57.593607] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-30T20:28:57.593659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:57.593690] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:57.593716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:57.593773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:57.650679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:57.651371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:57.651455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:57.651487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:57.769263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:57.769415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:57.769454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:57.769482] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:57.772831] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-30T20:28:57.773096] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-30T20:28:57.773215] [INFO ] [sig       ] PAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:57.913073] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAL.txt
[2025-12-30T20:28:57.913206] [INFO ] [sig       ] [2409/3539] Completed PAL in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:57.913243] [INFO ] [sig       ] [2410/3539] Forecasting PAM...
[2025-12-30T20:28:57.913272] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-30T20:28:57.913302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-30T20:28:57.924746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-30T20:28:57.925032] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-30T20:28:57.925825] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-30T20:28:57.925877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:57.925908] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:57.925935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:57.925996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:57.982540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:57.983183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:57.983287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:57.983320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:58.103595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:58.103756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:58.103797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:58.103826] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:58.107197] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-30T20:28:58.107482] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-30T20:28:58.107624] [INFO ] [sig       ] PAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:58.247454] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAM.txt
[2025-12-30T20:28:58.247593] [INFO ] [sig       ] [2410/3539] Completed PAM in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:58.247632] [INFO ] [sig       ] [2411/3539] Forecasting PANL...
[2025-12-30T20:28:58.247661] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-30T20:28:58.247689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-30T20:28:58.258973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-30T20:28:58.259264] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-30T20:28:58.260033] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-30T20:28:58.260085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:58.260116] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:58.260143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:58.260204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:58.316606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:58.317216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:58.317302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:58.317334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:58.435444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:58.435606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:58.435648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:58.435676] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:58.438979] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-30T20:28:58.439245] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-30T20:28:58.439366] [INFO ] [sig       ] PANL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:58.580742] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PANL.txt
[2025-12-30T20:28:58.580863] [INFO ] [sig       ] [2411/3539] Completed PANL in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:58.580901] [INFO ] [sig       ] [2412/3539] Forecasting PASG...
[2025-12-30T20:28:58.580930] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-30T20:28:58.580960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-30T20:28:58.592038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-30T20:28:58.592325] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-30T20:28:58.593097] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-30T20:28:58.593148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:58.593179] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:58.593204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:58.593260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:58.651042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:58.651678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:58.651758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:58.651789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:58.768442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:58.768628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:58.768692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:58.768748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:58.772420] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-12-30T20:28:58.772768] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-30T20:28:58.772906] [INFO ] [sig       ] PASG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:58.913980] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PASG.txt
[2025-12-30T20:28:58.914105] [INFO ] [sig       ] [2412/3539] Completed PASG in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:58.914143] [INFO ] [sig       ] [2413/3539] Forecasting PATH...
[2025-12-30T20:28:58.914170] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-30T20:28:58.914199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-30T20:28:58.926309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-30T20:28:58.926612] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-30T20:28:58.927351] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-30T20:28:58.927402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:58.927433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:58.927459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:58.927515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:58.983906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:58.984504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:58.984600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:58.984635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:59.109202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:59.109379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:59.109420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:59.109449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:59.112925] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-30T20:28:59.113188] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-30T20:28:59.113310] [INFO ] [sig       ] PATH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:59.253442] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PATH.txt
[2025-12-30T20:28:59.253605] [INFO ] [sig       ] [2413/3539] Completed PATH in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:59.253646] [INFO ] [sig       ] [2414/3539] Forecasting PATK...
[2025-12-30T20:28:59.253676] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-30T20:28:59.253706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-30T20:28:59.265058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-30T20:28:59.265343] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-30T20:28:59.266101] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-30T20:28:59.266152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:59.266183] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:59.266209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:59.266266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:59.323018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:59.323687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:59.323765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:59.323797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:59.437753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:59.437919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:59.437963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:59.437995] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:59.441349] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-30T20:28:59.441639] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-30T20:28:59.441759] [INFO ] [sig       ] PATK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:28:59.582493] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PATK.txt
[2025-12-30T20:28:59.582641] [INFO ] [sig       ] [2414/3539] Completed PATK in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:59.582681] [INFO ] [sig       ] [2415/3539] Forecasting PAX...
[2025-12-30T20:28:59.582711] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-30T20:28:59.582742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-30T20:28:59.594603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-30T20:28:59.594918] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-30T20:28:59.595713] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-30T20:28:59.595765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:59.595799] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:59.595827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:59.595886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:28:59.652964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:28:59.653562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:28:59.653658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:28:59.653691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:28:59.786706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:28:59.786877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:28:59.786934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:28:59.786979] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:28:59.791739] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-30T20:28:59.792097] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-30T20:28:59.792264] [INFO ] [sig       ] PAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:28:59.947720] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAX.txt
[2025-12-30T20:28:59.947877] [INFO ] [sig       ] [2415/3539] Completed PAX in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:28:59.947917] [INFO ] [sig       ] [2416/3539] Forecasting PAXS...
[2025-12-30T20:28:59.947946] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-30T20:28:59.947977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-30T20:28:59.961417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-30T20:28:59.961849] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-30T20:28:59.964053] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-30T20:28:59.964169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:28:59.964243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:28:59.964281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:28:59.964364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:00.027870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:00.028837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:00.028933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:00.028968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:00.164393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:00.164556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:00.164617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:00.164648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:00.168016] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-30T20:29:00.168311] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-30T20:29:00.168438] [INFO ] [sig       ] PAXS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:00.312450] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAXS.txt
[2025-12-30T20:29:00.312639] [INFO ] [sig       ] [2416/3539] Completed PAXS in 0.4s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:29:00.312684] [INFO ] [sig       ] [2417/3539] Forecasting PAY...
[2025-12-30T20:29:00.312716] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-30T20:29:00.312749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-30T20:29:00.326023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-30T20:29:00.326393] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-30T20:29:00.327188] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-30T20:29:00.327243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:00.327304] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:00.327334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:00.327394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:00.383626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:00.384297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:00.384379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:00.384412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:00.501112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:00.501274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:00.501313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:00.501341] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:00.504659] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-30T20:29:00.504934] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-30T20:29:00.505054] [INFO ] [sig       ] PAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:00.647406] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAY.txt
[2025-12-30T20:29:00.647540] [INFO ] [sig       ] [2417/3539] Completed PAY in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:29:00.647606] [INFO ] [sig       ] [2418/3539] Forecasting PAYC...
[2025-12-30T20:29:00.647639] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-30T20:29:00.647670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-30T20:29:00.658566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-30T20:29:00.658951] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-30T20:29:00.659743] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-30T20:29:00.659795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:00.659826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:00.659852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:00.659909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:00.716654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:00.717503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:00.717603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:00.717638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:00.837588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:00.837744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:00.837786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:00.837814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:00.841218] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-30T20:29:00.841485] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-30T20:29:00.841624] [INFO ] [sig       ] PAYC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:00.983507] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAYC.txt
[2025-12-30T20:29:00.983687] [INFO ] [sig       ] [2418/3539] Completed PAYC in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:29:00.983736] [INFO ] [sig       ] [2419/3539] Forecasting PAYO...
[2025-12-30T20:29:00.983765] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-30T20:29:00.983795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-30T20:29:00.994806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-30T20:29:00.995104] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-30T20:29:00.995876] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-30T20:29:00.995928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:00.995961] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:00.995987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:00.996043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:01.053520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:01.054190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:01.054270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:01.054303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:01.179892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:01.180050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:01.180090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:01.180118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:01.183429] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-30T20:29:01.183717] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-30T20:29:01.183842] [INFO ] [sig       ] PAYO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:01.323113] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAYO.txt
[2025-12-30T20:29:01.323244] [INFO ] [sig       ] [2419/3539] Completed PAYO in 0.3s | 2.89 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-30T20:29:01.323289] [INFO ] [sig       ] [2420/3539] Forecasting PAYS...
[2025-12-30T20:29:01.323319] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-30T20:29:01.323350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-30T20:29:01.337925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-30T20:29:01.338274] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-30T20:29:01.339100] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-30T20:29:01.339345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:01.339376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:01.339402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:01.339459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:01.397998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:01.398655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:01.398753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:01.398788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:01.514938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:01.515101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:01.515142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:01.515205] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:01.518562] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-30T20:29:01.518879] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-30T20:29:01.519012] [INFO ] [sig       ] PAYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:01.659057] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PAYS.txt
[2025-12-30T20:29:01.659189] [INFO ] [sig       ] [2420/3539] Completed PAYS in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-30T20:29:01.659227] [INFO ] [sig       ] [2421/3539] Forecasting PAYX...
[2025-12-30T20:29:01.659257] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-30T20:29:01.659288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-30T20:29:01.671131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-30T20:29:01.671420] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-30T20:29:01.672189] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-30T20:29:01.672241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:01.672273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:01.672300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:01.672357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:01.729656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:01.730339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:01.730422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:01.730455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:01.851052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:01.851207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:01.851247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:01.851276] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:01.854698] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-30T20:29:01.854976] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-30T20:29:01.855124] [INFO ] [sig       ] PAYX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:01.999356] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PAYX.txt
[2025-12-30T20:29:01.999517] [INFO ] [sig       ] [2421/3539] Completed PAYX in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:01.999556] [INFO ] [sig       ] [2422/3539] Forecasting PB...
[2025-12-30T20:29:01.999691] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-30T20:29:01.999726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-30T20:29:02.011306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-30T20:29:02.011616] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-30T20:29:02.012401] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-30T20:29:02.012454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:02.012485] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:02.012511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:02.012586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:02.070603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:02.071396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:02.071479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:02.071512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:02.193975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:02.194144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:02.194185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:02.194214] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:02.197569] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-30T20:29:02.197857] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-30T20:29:02.197981] [INFO ] [sig       ] PB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:02.340225] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PB.txt
[2025-12-30T20:29:02.340374] [INFO ] [sig       ] [2422/3539] Completed PB in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:02.340413] [INFO ] [sig       ] [2423/3539] Forecasting PBA...
[2025-12-30T20:29:02.340442] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-30T20:29:02.340473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-30T20:29:02.352347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-30T20:29:02.352660] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-30T20:29:02.353400] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-30T20:29:02.353452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:02.353483] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:02.353509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:02.353567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:02.412466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:02.413267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:02.413353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:02.413387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:02.535095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:02.535257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:02.535298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:02.535342] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:02.538769] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=75.92%)
[2025-12-30T20:29:02.539101] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-30T20:29:02.539234] [INFO ] [sig       ] PBA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:02.681714] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PBA.txt
[2025-12-30T20:29:02.681864] [INFO ] [sig       ] [2423/3539] Completed PBA in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:02.681901] [INFO ] [sig       ] [2424/3539] Forecasting PBF...
[2025-12-30T20:29:02.681931] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-30T20:29:02.681961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-30T20:29:02.693517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-30T20:29:02.693897] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-30T20:29:02.694698] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-30T20:29:02.694751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:02.694784] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:02.694811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:02.694870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:02.754314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:02.755189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:02.755275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:02.755309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:02.878321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:02.878477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:02.878529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:02.878588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:02.882020] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-30T20:29:02.882292] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-30T20:29:02.882412] [INFO ] [sig       ] PBF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:03.032177] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PBF.txt
[2025-12-30T20:29:03.032322] [INFO ] [sig       ] [2424/3539] Completed PBF in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:03.032362] [INFO ] [sig       ] [2425/3539] Forecasting PBFS...
[2025-12-30T20:29:03.032393] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-30T20:29:03.032424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-30T20:29:03.043614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-30T20:29:03.043940] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-30T20:29:03.044712] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-30T20:29:03.044763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:03.044795] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:03.044821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:03.044878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:03.101128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:03.101824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:03.101905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:03.101953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:03.202566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:03.202740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:03.202782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:03.202810] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:03.206109] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-12-30T20:29:03.206378] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-30T20:29:03.206501] [INFO ] [sig       ] PBFS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:03.345744] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PBFS.txt
[2025-12-30T20:29:03.345893] [INFO ] [sig       ] [2425/3539] Completed PBFS in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:03.345933] [INFO ] [sig       ] [2426/3539] Forecasting PBH...
[2025-12-30T20:29:03.345963] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-30T20:29:03.345998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-30T20:29:03.357230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-30T20:29:03.357556] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-30T20:29:03.358329] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-30T20:29:03.358382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:03.358413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:03.358439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:03.358496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:03.414835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:03.415718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:03.415804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:03.415836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:03.536155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:03.536313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:03.536355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:03.536383] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:03.539908] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-30T20:29:03.540186] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-30T20:29:03.540314] [INFO ] [sig       ] PBH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:03.681389] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PBH.txt
[2025-12-30T20:29:03.681529] [INFO ] [sig       ] [2426/3539] Completed PBH in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:03.681586] [INFO ] [sig       ] [2427/3539] Forecasting PBI...
[2025-12-30T20:29:03.681626] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-30T20:29:03.681658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-30T20:29:03.693741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-30T20:29:03.694138] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-30T20:29:03.694958] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-30T20:29:03.695010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:03.695043] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:03.695090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:03.695156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:03.752762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:03.753638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:03.753754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:03.753790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:03.874617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:03.874779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:03.874822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:03.874851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:03.878226] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-12-30T20:29:03.878514] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-30T20:29:03.878661] [INFO ] [sig       ] PBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:04.024110] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PBI.txt
[2025-12-30T20:29:04.024266] [INFO ] [sig       ] [2427/3539] Completed PBI in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:04.024307] [INFO ] [sig       ] [2428/3539] Forecasting PBYI...
[2025-12-30T20:29:04.024338] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-30T20:29:04.024370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-30T20:29:04.036226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-30T20:29:04.036606] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-30T20:29:04.037380] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-30T20:29:04.037432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:04.037463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:04.037490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:04.037547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:04.095214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:04.096098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:04.096184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:04.096218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:04.222317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:04.222475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:04.222517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:04.222547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:04.226101] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-30T20:29:04.226378] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-30T20:29:04.226504] [INFO ] [sig       ] PBYI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:04.373609] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PBYI.txt
[2025-12-30T20:29:04.373747] [INFO ] [sig       ] [2428/3539] Completed PBYI in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:04.373788] [INFO ] [sig       ] [2429/3539] Forecasting PCB...
[2025-12-30T20:29:04.373820] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-30T20:29:04.373852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-30T20:29:04.384862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-30T20:29:04.385143] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-30T20:29:04.385957] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-30T20:29:04.386011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:04.386047] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:04.386077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:04.386136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:04.444694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:04.445301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:04.445384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:04.445418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:04.560545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:04.560709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:04.560751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:04.560780] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:04.564092] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-30T20:29:04.564376] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-30T20:29:04.564503] [INFO ] [sig       ] PCB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:04.708269] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PCB.txt
[2025-12-30T20:29:04.708394] [INFO ] [sig       ] [2429/3539] Completed PCB in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:04.708431] [INFO ] [sig       ] [2430/3539] Forecasting PCF...
[2025-12-30T20:29:04.708460] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-30T20:29:04.708499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-30T20:29:04.719795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-30T20:29:04.720064] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-30T20:29:04.720862] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-30T20:29:04.720915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:04.720948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:04.720976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:04.721042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:04.779988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:04.780733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:04.780816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:04.780849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:04.899451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:04.899638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:04.899682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:04.899711] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:04.903180] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-30T20:29:04.903477] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-30T20:29:04.903627] [INFO ] [sig       ] PCF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:05.053822] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCF.txt
[2025-12-30T20:29:05.053994] [INFO ] [sig       ] [2430/3539] Completed PCF in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:05.054034] [INFO ] [sig       ] [2431/3539] Forecasting PCG...
[2025-12-30T20:29:05.054064] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-30T20:29:05.054095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-30T20:29:05.065383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-30T20:29:05.065660] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-30T20:29:05.066406] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-30T20:29:05.066458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:05.066490] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:05.066517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:05.066594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:05.125537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:05.126196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:05.126278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:05.126311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:05.251802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:05.251958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:05.251998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:05.252026] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:05.255335] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-30T20:29:05.255624] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-30T20:29:05.255745] [INFO ] [sig       ] PCG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:05.398246] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PCG.txt
[2025-12-30T20:29:05.398366] [INFO ] [sig       ] [2431/3539] Completed PCG in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:05.398404] [INFO ] [sig       ] [2432/3539] Forecasting PCH...
[2025-12-30T20:29:05.398434] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-30T20:29:05.398464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-30T20:29:05.409856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-30T20:29:05.410147] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-30T20:29:05.410923] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-30T20:29:05.410975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:05.411007] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:05.411033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:05.411090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:05.468731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:05.469393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:05.469476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:05.469509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:05.585719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:05.585872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:05.585913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:05.585942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:05.589271] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-30T20:29:05.589537] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-30T20:29:05.589679] [INFO ] [sig       ] PCH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:05.729225] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCH.txt
[2025-12-30T20:29:05.729356] [INFO ] [sig       ] [2432/3539] Completed PCH in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:05.729395] [INFO ] [sig       ] [2433/3539] Forecasting PCM...
[2025-12-30T20:29:05.729425] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-30T20:29:05.729455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-30T20:29:05.740080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-30T20:29:05.740361] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-30T20:29:05.741128] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-30T20:29:05.741179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:05.741210] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:05.741236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:05.741292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:05.798539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:05.799327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:05.799413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:05.799444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:05.918636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:05.918804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:05.918844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:05.918874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:05.922156] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-12-30T20:29:05.922424] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-30T20:29:05.922543] [INFO ] [sig       ] PCM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:06.065355] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PCM.txt
[2025-12-30T20:29:06.065486] [INFO ] [sig       ] [2433/3539] Completed PCM in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:06.065525] [INFO ] [sig       ] [2434/3539] Forecasting PCN...
[2025-12-30T20:29:06.065555] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-30T20:29:06.065604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-30T20:29:06.077172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-30T20:29:06.077460] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-30T20:29:06.078215] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-30T20:29:06.078266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:06.078322] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:06.078351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:06.078409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:06.135446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:06.136164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:06.136246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:06.136278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:06.257522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:06.257696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:06.257737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:06.257765] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:06.261085] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-30T20:29:06.261366] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-30T20:29:06.261486] [INFO ] [sig       ] PCN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:06.402394] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCN.txt
[2025-12-30T20:29:06.402524] [INFO ] [sig       ] [2434/3539] Completed PCN in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:06.402564] [INFO ] [sig       ] [2435/3539] Forecasting PCQ...
[2025-12-30T20:29:06.402612] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-30T20:29:06.402642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-30T20:29:06.414002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-30T20:29:06.414316] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-30T20:29:06.415083] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-30T20:29:06.415145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:06.415184] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:06.415216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:06.415275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:06.472221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:06.472985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:06.473069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:06.473104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:06.587528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:06.587698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:06.587740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:06.587767] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:06.591057] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-30T20:29:06.591322] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-30T20:29:06.591440] [INFO ] [sig       ] PCQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:06.732183] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCQ.txt
[2025-12-30T20:29:06.732312] [INFO ] [sig       ] [2435/3539] Completed PCQ in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:06.732349] [INFO ] [sig       ] [2436/3539] Forecasting PCRX...
[2025-12-30T20:29:06.732379] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-30T20:29:06.732408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-30T20:29:06.743783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-30T20:29:06.744060] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-30T20:29:06.744827] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-30T20:29:06.744879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:06.744911] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:06.744937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:06.744994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:06.804525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:06.805192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:06.805273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:06.805305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:06.924813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:06.924997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:06.925039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:06.925066] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:06.928435] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-30T20:29:06.928738] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-30T20:29:06.928865] [INFO ] [sig       ] PCRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:07.075439] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCRX.txt
[2025-12-30T20:29:07.075610] [INFO ] [sig       ] [2436/3539] Completed PCRX in 0.3s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:07.075651] [INFO ] [sig       ] [2437/3539] Forecasting PCTY...
[2025-12-30T20:29:07.075680] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-30T20:29:07.075712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-30T20:29:07.087606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-30T20:29:07.087985] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-30T20:29:07.088849] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-30T20:29:07.088903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:07.088934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:07.088961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:07.089017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:07.150370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:07.151383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:07.151477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:07.151511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:07.284144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:07.284312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:07.284353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:07.284417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:07.288083] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-30T20:29:07.288509] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-30T20:29:07.288710] [INFO ] [sig       ] PCTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:07.489520] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCTY.txt
[2025-12-30T20:29:07.489704] [INFO ] [sig       ] [2437/3539] Completed PCTY in 0.4s | 2.89 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-30T20:29:07.489746] [INFO ] [sig       ] [2438/3539] Forecasting PCVX...
[2025-12-30T20:29:07.489779] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-30T20:29:07.489821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-30T20:29:07.504880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-30T20:29:07.505366] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-30T20:29:07.506616] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-30T20:29:07.506690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:07.506743] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:07.506791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:07.506885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:07.578856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:07.579812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:07.579907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:07.579940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:07.714476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:07.714658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:07.714701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:07.714731] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:07.718311] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-30T20:29:07.718647] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-30T20:29:07.718813] [INFO ] [sig       ] PCVX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:07.917343] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PCVX.txt
[2025-12-30T20:29:07.917599] [INFO ] [sig       ] [2438/3539] Completed PCVX in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:07.917669] [INFO ] [sig       ] [2439/3539] Forecasting PCYO...
[2025-12-30T20:29:07.917721] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-30T20:29:07.917776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-30T20:29:07.934722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-30T20:29:07.935238] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-30T20:29:07.936431] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-30T20:29:07.936507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:07.936559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:07.936644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:07.936742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:08.021440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:08.022609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:08.022737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:08.022788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:08.172729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:08.172894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:08.172936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:08.172965] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:08.176657] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-12-30T20:29:08.176979] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-30T20:29:08.177156] [INFO ] [sig       ] PCYO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:08.348197] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PCYO.txt
[2025-12-30T20:29:08.348366] [INFO ] [sig       ] [2439/3539] Completed PCYO in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:08.348406] [INFO ] [sig       ] [2440/3539] Forecasting PD...
[2025-12-30T20:29:08.348435] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-30T20:29:08.348467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-30T20:29:08.361652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-30T20:29:08.362021] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-30T20:29:08.362919] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-30T20:29:08.362973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:08.363018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:08.363047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:08.363105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:08.434647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:08.435597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:08.435693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:08.435729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:08.556756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:08.556919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:08.556961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:08.556989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:08.560410] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-30T20:29:08.560710] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-30T20:29:08.560836] [INFO ] [sig       ] PD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:08.702739] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PD.txt
[2025-12-30T20:29:08.702891] [INFO ] [sig       ] [2440/3539] Completed PD in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:08.702930] [INFO ] [sig       ] [2441/3539] Forecasting PDBC...
[2025-12-30T20:29:08.702960] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-30T20:29:08.702991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-30T20:29:08.714811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-30T20:29:08.715106] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-30T20:29:08.715893] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-30T20:29:08.715945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:08.715977] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:08.716003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:08.716065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:08.773667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:08.774503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:08.774605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:08.774642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:08.890092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:08.890199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:08.890234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:08.890262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:08.893404] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-30T20:29:08.893686] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-30T20:29:08.893804] [INFO ] [sig       ] PDBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:09.033191] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDBC.txt
[2025-12-30T20:29:09.033295] [INFO ] [sig       ] [2441/3539] Completed PDBC in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:09.033333] [INFO ] [sig       ] [2442/3539] Forecasting PDD...
[2025-12-30T20:29:09.033363] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-30T20:29:09.033392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-30T20:29:09.044624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-30T20:29:09.044908] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-30T20:29:09.045678] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-30T20:29:09.045730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:09.045761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:09.045788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:09.045845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:09.102019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:09.102634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:09.102713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:09.102745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:09.224039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:09.224149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:09.224185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:09.224213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:09.227293] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-30T20:29:09.227554] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-30T20:29:09.227692] [INFO ] [sig       ] PDD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:09.367718] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PDD.txt
[2025-12-30T20:29:09.367825] [INFO ] [sig       ] [2442/3539] Completed PDD in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:09.367863] [INFO ] [sig       ] [2443/3539] Forecasting PDEX...
[2025-12-30T20:29:09.367892] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-30T20:29:09.367923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-30T20:29:09.379036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-30T20:29:09.379329] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-30T20:29:09.380095] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-30T20:29:09.380157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:09.380194] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:09.380227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:09.380297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:09.437257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:09.437845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:09.437922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:09.437954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:09.563000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:09.563105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:09.563145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:09.563178] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:09.566301] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-30T20:29:09.566565] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-30T20:29:09.566701] [INFO ] [sig       ] PDEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:09.706893] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDEX.txt
[2025-12-30T20:29:09.706999] [INFO ] [sig       ] [2443/3539] Completed PDEX in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:09.707043] [INFO ] [sig       ] [2444/3539] Forecasting PDFS...
[2025-12-30T20:29:09.707072] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-30T20:29:09.707102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-30T20:29:09.718357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-30T20:29:09.718655] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-30T20:29:09.719478] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-30T20:29:09.719531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:09.719562] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:09.719617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:09.719679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:09.777485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:09.778075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:09.778176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:09.778208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:09.902072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:09.902181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:09.902219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:09.902247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:09.905334] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-30T20:29:09.905613] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-30T20:29:09.905738] [INFO ] [sig       ] PDFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:10.045225] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PDFS.txt
[2025-12-30T20:29:10.045330] [INFO ] [sig       ] [2444/3539] Completed PDFS in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:10.045367] [INFO ] [sig       ] [2445/3539] Forecasting PDI...
[2025-12-30T20:29:10.045397] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-30T20:29:10.045426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-30T20:29:10.058968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-30T20:29:10.059265] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-30T20:29:10.060087] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-30T20:29:10.060142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:10.060174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:10.060201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:10.060259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:10.117254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:10.117846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:10.117923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:10.117955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:10.232105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:10.232211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:10.232247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:10.232274] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:10.235410] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2025-12-30T20:29:10.235687] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-30T20:29:10.235820] [INFO ] [sig       ] PDI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:10.376632] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDI.txt
[2025-12-30T20:29:10.376736] [INFO ] [sig       ] [2445/3539] Completed PDI in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:10.376772] [INFO ] [sig       ] [2446/3539] Forecasting PDLB...
[2025-12-30T20:29:10.376802] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-30T20:29:10.376833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-30T20:29:10.387942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-30T20:29:10.388216] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-30T20:29:10.389088] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-30T20:29:10.389141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:10.389174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:10.389201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:10.389259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:10.447107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:10.448149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:10.448241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:10.448276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:10.567014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:10.567175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:10.567228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:10.567264] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:10.570836] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-30T20:29:10.571132] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-30T20:29:10.571290] [INFO ] [sig       ] PDLB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:10.717918] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDLB.txt
[2025-12-30T20:29:10.718076] [INFO ] [sig       ] [2446/3539] Completed PDLB in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:10.718115] [INFO ] [sig       ] [2447/3539] Forecasting PDM...
[2025-12-30T20:29:10.718144] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-30T20:29:10.718175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-30T20:29:10.729746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-30T20:29:10.730019] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-30T20:29:10.730886] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-30T20:29:10.730938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:10.730969] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:10.730995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:10.731052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:10.793665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:10.794450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:10.794535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:10.794569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:10.915531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:10.915712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:10.915757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:10.915806] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:10.919382] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=70.23%)
[2025-12-30T20:29:10.919691] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-30T20:29:10.919819] [INFO ] [sig       ] PDM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:11.068696] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDM.txt
[2025-12-30T20:29:11.068892] [INFO ] [sig       ] [2447/3539] Completed PDM in 0.4s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:11.068941] [INFO ] [sig       ] [2448/3539] Forecasting PDO...
[2025-12-30T20:29:11.068975] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-30T20:29:11.069012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-30T20:29:11.080780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-30T20:29:11.081074] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-30T20:29:11.081873] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-30T20:29:11.081924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:11.081956] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:11.081982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:11.082039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:11.139007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:11.139604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:11.139681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:11.139712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:11.254019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:11.254119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:11.254156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:11.254183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:11.257316] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2025-12-30T20:29:11.257596] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-30T20:29:11.257718] [INFO ] [sig       ] PDO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:11.397016] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDO.txt
[2025-12-30T20:29:11.397122] [INFO ] [sig       ] [2448/3539] Completed PDO in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:11.397159] [INFO ] [sig       ] [2449/3539] Forecasting PDP...
[2025-12-30T20:29:11.397186] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-30T20:29:11.397216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-30T20:29:11.409465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-30T20:29:11.409742] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-30T20:29:11.410670] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-30T20:29:11.410722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:11.410752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:11.410778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:11.410835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:11.468410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:11.469013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:11.469091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:11.469132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:11.581800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:11.581955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:11.581995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:11.582023] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:11.585528] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-12-30T20:29:11.586001] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-30T20:29:11.586128] [INFO ] [sig       ] PDP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:11.724558] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PDP.txt
[2025-12-30T20:29:11.724718] [INFO ] [sig       ] [2449/3539] Completed PDP in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:11.724758] [INFO ] [sig       ] [2450/3539] Forecasting PDS...
[2025-12-30T20:29:11.724787] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-30T20:29:11.724818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-30T20:29:11.735655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-30T20:29:11.735924] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-30T20:29:11.736690] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-30T20:29:11.736742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:11.736773] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:11.736800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:11.736856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:11.793688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:11.794438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:11.794522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:11.794554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:11.913594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:11.913743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:11.913784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:11.913812] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:11.917068] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-30T20:29:11.917340] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-30T20:29:11.917458] [INFO ] [sig       ] PDS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:12.057547] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PDS.txt
[2025-12-30T20:29:12.057716] [INFO ] [sig       ] [2450/3539] Completed PDS in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:12.057758] [INFO ] [sig       ] [2451/3539] Forecasting PDX...
[2025-12-30T20:29:12.057790] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-30T20:29:12.057820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-30T20:29:12.069163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-30T20:29:12.069442] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-30T20:29:12.070202] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-30T20:29:12.070258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:12.070314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:12.070352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:12.070410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:12.127097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:12.127724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:12.127802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:12.127832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:12.249072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:12.249180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:12.249215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:12.249242] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:12.252335] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-30T20:29:12.252611] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-30T20:29:12.252733] [INFO ] [sig       ] PDX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:12.394711] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDX.txt
[2025-12-30T20:29:12.394825] [INFO ] [sig       ] [2451/3539] Completed PDX in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:12.394863] [INFO ] [sig       ] [2452/3539] Forecasting PDYN...
[2025-12-30T20:29:12.394893] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-30T20:29:12.394923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-30T20:29:12.406068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-30T20:29:12.406347] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-30T20:29:12.407118] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-30T20:29:12.407170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:12.407200] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:12.407226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:12.407287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:12.464026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:12.464663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:12.464748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:12.464780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:12.581548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:12.581663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:12.581699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:12.581726] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:12.584831] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-12-30T20:29:12.585090] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-30T20:29:12.585205] [INFO ] [sig       ] PDYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:12.726316] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PDYN.txt
[2025-12-30T20:29:12.726426] [INFO ] [sig       ] [2452/3539] Completed PDYN in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:12.726464] [INFO ] [sig       ] [2453/3539] Forecasting PEB...
[2025-12-30T20:29:12.726492] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-30T20:29:12.726522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-30T20:29:12.737521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-30T20:29:12.737812] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-30T20:29:12.738596] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-30T20:29:12.738648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:12.738679] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:12.738706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:12.738779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:12.795245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:12.795834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:12.795911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:12.795943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:12.916821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:12.916916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:12.916952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:12.916979] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:12.920055] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-30T20:29:12.920311] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-30T20:29:12.920429] [INFO ] [sig       ] PEB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:13.058896] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PEB.txt
[2025-12-30T20:29:13.059001] [INFO ] [sig       ] [2453/3539] Completed PEB in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:13.059038] [INFO ] [sig       ] [2454/3539] Forecasting PEBK...
[2025-12-30T20:29:13.059067] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-30T20:29:13.059098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-30T20:29:13.068741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-30T20:29:13.068995] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-30T20:29:13.069843] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-30T20:29:13.069908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:13.069948] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:13.069982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:13.070040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:13.127810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:13.128375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:13.128452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:13.128483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:13.218933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:13.219018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:13.219051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:13.219117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:13.222263] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-30T20:29:13.222550] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-30T20:29:13.222697] [INFO ] [sig       ] PEBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:13.363124] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PEBK.txt
[2025-12-30T20:29:13.363238] [INFO ] [sig       ] [2454/3539] Completed PEBK in 0.3s | 2.89 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-30T20:29:13.363280] [INFO ] [sig       ] [2455/3539] Forecasting PEBO...
[2025-12-30T20:29:13.363308] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-30T20:29:13.363345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-30T20:29:13.374430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-30T20:29:13.374714] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-30T20:29:13.375491] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-30T20:29:13.375541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:13.375591] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:13.375621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:13.375678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:13.432774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:13.433348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:13.433426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:13.433457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:13.550511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:13.550619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:13.550657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:13.550699] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:13.553797] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-30T20:29:13.554055] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-30T20:29:13.554171] [INFO ] [sig       ] PEBO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:13.694228] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PEBO.txt
[2025-12-30T20:29:13.694332] [INFO ] [sig       ] [2455/3539] Completed PEBO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:13.694369] [INFO ] [sig       ] [2456/3539] Forecasting PECO...
[2025-12-30T20:29:13.694397] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-30T20:29:13.694426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-30T20:29:13.705453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-30T20:29:13.705746] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-30T20:29:13.706496] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-30T20:29:13.706548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:13.706596] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:13.706626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:13.706684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:13.763142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:13.763736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:13.763816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:13.763847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:13.882691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:13.882800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:13.882836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:13.882864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:13.885996] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-30T20:29:13.886257] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-30T20:29:13.886378] [INFO ] [sig       ] PECO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:14.030104] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PECO.txt
[2025-12-30T20:29:14.030227] [INFO ] [sig       ] [2456/3539] Completed PECO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:14.030267] [INFO ] [sig       ] [2457/3539] Forecasting PEG...
[2025-12-30T20:29:14.030296] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-30T20:29:14.030327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-30T20:29:14.041223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-30T20:29:14.041515] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-30T20:29:14.042265] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-30T20:29:14.042316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:14.042347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:14.042374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:14.042436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:14.099685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:14.100260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:14.100374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:14.100415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:14.218275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:14.218375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:14.218410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:14.218438] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:14.221617] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-30T20:29:14.221874] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-30T20:29:14.221991] [INFO ] [sig       ] PEG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:14.361240] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PEG.txt
[2025-12-30T20:29:14.361348] [INFO ] [sig       ] [2457/3539] Completed PEG in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:14.361386] [INFO ] [sig       ] [2458/3539] Forecasting PEGA...
[2025-12-30T20:29:14.361413] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-30T20:29:14.361443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-30T20:29:14.372126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-30T20:29:14.372398] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-30T20:29:14.373162] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-30T20:29:14.373214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:14.373246] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:14.373273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:14.373329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:14.430505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:14.431105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:14.431181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:14.431212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:14.550930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:14.551022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:14.551058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:14.551085] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:14.554175] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-30T20:29:14.554433] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-30T20:29:14.554552] [INFO ] [sig       ] PEGA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:14.697403] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PEGA.txt
[2025-12-30T20:29:14.697523] [INFO ] [sig       ] [2458/3539] Completed PEGA in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:14.697585] [INFO ] [sig       ] [2459/3539] Forecasting PEN...
[2025-12-30T20:29:14.697618] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-30T20:29:14.697649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-30T20:29:14.710239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-30T20:29:14.710648] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-30T20:29:14.711440] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-30T20:29:14.711494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:14.711742] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:14.711775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:14.711834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:14.769642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:14.770460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:14.770563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:14.770614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:14.888330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:14.888435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:14.888471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:14.888499] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:14.891730] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-30T20:29:14.891999] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-30T20:29:14.892123] [INFO ] [sig       ] PEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:15.030919] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PEN.txt
[2025-12-30T20:29:15.031024] [INFO ] [sig       ] [2459/3539] Completed PEN in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:15.031062] [INFO ] [sig       ] [2460/3539] Forecasting PENN...
[2025-12-30T20:29:15.031090] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-30T20:29:15.031120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-30T20:29:15.042726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-30T20:29:15.043009] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-30T20:29:15.043771] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-30T20:29:15.043822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:15.043854] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:15.043880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:15.043937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:15.100129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:15.100733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:15.100814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:15.100845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:15.216514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:15.216647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:15.216684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:15.216711] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:15.219839] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-30T20:29:15.220102] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-30T20:29:15.220219] [INFO ] [sig       ] PENN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:15.358518] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PENN.txt
[2025-12-30T20:29:15.358645] [INFO ] [sig       ] [2460/3539] Completed PENN in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:15.358684] [INFO ] [sig       ] [2461/3539] Forecasting PEO...
[2025-12-30T20:29:15.358724] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-30T20:29:15.358756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-30T20:29:15.369631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-30T20:29:15.369900] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-30T20:29:15.370678] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-30T20:29:15.370730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:15.370759] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:15.370786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:15.370843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:15.430853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:15.431472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:15.431625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:15.431682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:15.546887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:15.547002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:15.547039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:15.547068] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:15.550205] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-12-30T20:29:15.550467] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-30T20:29:15.550600] [INFO ] [sig       ] PEO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:15.688264] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PEO.txt
[2025-12-30T20:29:15.688377] [INFO ] [sig       ] [2461/3539] Completed PEO in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:15.688415] [INFO ] [sig       ] [2462/3539] Forecasting PEP...
[2025-12-30T20:29:15.688443] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-30T20:29:15.688475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-30T20:29:15.700155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-30T20:29:15.700431] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-30T20:29:15.701190] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-30T20:29:15.701241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:15.701273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:15.701299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:15.701356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:15.757559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:15.758191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:15.758274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:15.758305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:15.875859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:15.875950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:15.875986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:15.876014] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:15.879407] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-30T20:29:15.879684] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-30T20:29:15.879802] [INFO ] [sig       ] PEP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:16.018855] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PEP.txt
[2025-12-30T20:29:16.018959] [INFO ] [sig       ] [2462/3539] Completed PEP in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:16.018996] [INFO ] [sig       ] [2463/3539] Forecasting PEPG...
[2025-12-30T20:29:16.019024] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-30T20:29:16.019053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-30T20:29:16.030001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-30T20:29:16.030255] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-30T20:29:16.031018] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-30T20:29:16.031069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:16.031099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:16.031125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:16.031182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:16.087390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:16.087977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:16.088054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:16.088085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:16.205558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:16.205703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:16.205748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:16.205776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:16.209096] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-30T20:29:16.209363] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-30T20:29:16.209484] [INFO ] [sig       ] PEPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:16.347631] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PEPG.txt
[2025-12-30T20:29:16.347743] [INFO ] [sig       ] [2463/3539] Completed PEPG in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:16.347782] [INFO ] [sig       ] [2464/3539] Forecasting PERF...
[2025-12-30T20:29:16.347810] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-30T20:29:16.347840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-30T20:29:16.358400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-30T20:29:16.358677] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-30T20:29:16.359442] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-30T20:29:16.359504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:16.359536] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:16.359563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:16.359648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:16.416071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:16.416682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:16.416759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:16.416790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:16.529375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:16.529487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:16.529522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:16.529550] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:16.532692] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-30T20:29:16.532957] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-30T20:29:16.533079] [INFO ] [sig       ] PERF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:16.672559] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PERF.txt
[2025-12-30T20:29:16.672712] [INFO ] [sig       ] [2464/3539] Completed PERF in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:16.672751] [INFO ] [sig       ] [2465/3539] Forecasting PERI...
[2025-12-30T20:29:16.672780] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-30T20:29:16.672811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-30T20:29:16.683511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-30T20:29:16.683804] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-30T20:29:16.684553] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-30T20:29:16.684625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:16.684658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:16.684685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:16.684742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:16.741040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:16.741639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:16.741717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:16.741748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:16.860346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:16.860468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:16.860507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:16.860541] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:16.863809] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-30T20:29:16.864070] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-30T20:29:16.864188] [INFO ] [sig       ] PERI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:17.002758] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PERI.txt
[2025-12-30T20:29:17.002861] [INFO ] [sig       ] [2465/3539] Completed PERI in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:17.002899] [INFO ] [sig       ] [2466/3539] Forecasting PESI...
[2025-12-30T20:29:17.002927] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-30T20:29:17.002958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-30T20:29:17.014616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-30T20:29:17.014882] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-30T20:29:17.015650] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-30T20:29:17.015701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:17.015732] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:17.015759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:17.015817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:17.073996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:17.074560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:17.074681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:17.074716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:17.194431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:17.194521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:17.194557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:17.194602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:17.197628] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-12-30T20:29:17.197884] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-30T20:29:17.198001] [INFO ] [sig       ] PESI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:17.337730] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PESI.txt
[2025-12-30T20:29:17.337840] [INFO ] [sig       ] [2466/3539] Completed PESI in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:17.337877] [INFO ] [sig       ] [2467/3539] Forecasting PETS...
[2025-12-30T20:29:17.337905] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-30T20:29:17.337935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-30T20:29:17.348927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-30T20:29:17.349197] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-30T20:29:17.350001] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-30T20:29:17.350052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:17.350084] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:17.350110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:17.350172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:17.406014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:17.406601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:17.406677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:17.406709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:17.527057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:17.527181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:17.527220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:17.527249] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:17.530547] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-30T20:29:17.530827] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-30T20:29:17.530947] [INFO ] [sig       ] PETS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:17.671885] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PETS.txt
[2025-12-30T20:29:17.671998] [INFO ] [sig       ] [2467/3539] Completed PETS in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:17.672043] [INFO ] [sig       ] [2468/3539] Forecasting PEY...
[2025-12-30T20:29:17.672072] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-30T20:29:17.672104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-30T20:29:17.683128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-30T20:29:17.683400] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-30T20:29:17.684182] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-30T20:29:17.684234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:17.684299] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:17.684328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:17.684387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:17.741701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:17.742318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:17.742402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:17.742438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:17.852260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:17.852359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:17.852395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:17.852422] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:17.855479] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-30T20:29:17.855756] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-30T20:29:17.855876] [INFO ] [sig       ] PEY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:17.995491] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PEY.txt
[2025-12-30T20:29:17.995611] [INFO ] [sig       ] [2468/3539] Completed PEY in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:17.995650] [INFO ] [sig       ] [2469/3539] Forecasting PFBC...
[2025-12-30T20:29:17.995679] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-30T20:29:17.995710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-30T20:29:18.006489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-30T20:29:18.006768] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-30T20:29:18.007520] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-30T20:29:18.007587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:18.007620] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:18.007647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:18.007704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:18.066370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:18.067096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:18.067190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:18.067232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:18.180143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:18.180240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:18.180275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:18.180302] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:18.183406] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-30T20:29:18.183701] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-30T20:29:18.183822] [INFO ] [sig       ] PFBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:18.323519] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFBC.txt
[2025-12-30T20:29:18.323658] [INFO ] [sig       ] [2469/3539] Completed PFBC in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:18.323698] [INFO ] [sig       ] [2470/3539] Forecasting PFD...
[2025-12-30T20:29:18.323726] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-30T20:29:18.323757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-30T20:29:18.334443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-30T20:29:18.334719] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-30T20:29:18.335457] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-30T20:29:18.335508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:18.335540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:18.335567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:18.335653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:18.391967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:18.392568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:18.392662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:18.392693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:18.502371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:18.502529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:18.502585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:18.502617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:18.505887] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-30T20:29:18.506150] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-30T20:29:18.506274] [INFO ] [sig       ] PFD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:18.644143] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFD.txt
[2025-12-30T20:29:18.644252] [INFO ] [sig       ] [2470/3539] Completed PFD in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:18.644289] [INFO ] [sig       ] [2471/3539] Forecasting PFF...
[2025-12-30T20:29:18.644317] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-30T20:29:18.644349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-30T20:29:18.655262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-30T20:29:18.655522] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-30T20:29:18.656298] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-30T20:29:18.656349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:18.656379] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:18.656405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:18.656467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:18.715260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:18.716140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:18.716235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:18.716269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:18.838549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:18.838739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:18.838799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:18.838857] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:18.842169] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-30T20:29:18.842435] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-30T20:29:18.842557] [INFO ] [sig       ] PFF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:18.985418] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PFF.txt
[2025-12-30T20:29:18.985531] [INFO ] [sig       ] [2471/3539] Completed PFF in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-30T20:29:18.985584] [INFO ] [sig       ] [2472/3539] Forecasting PFG...
[2025-12-30T20:29:18.985616] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-30T20:29:18.985648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-30T20:29:18.997038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-30T20:29:18.997332] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-30T20:29:18.998142] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-30T20:29:18.998197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:18.998231] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:18.998259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:18.998319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:19.056858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:19.057462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:19.057544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:19.057596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:19.174109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:19.174250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:19.174289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:19.174317] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:19.177646] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-30T20:29:19.177910] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-30T20:29:19.178029] [INFO ] [sig       ] PFG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:19.315808] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFG.txt
[2025-12-30T20:29:19.315922] [INFO ] [sig       ] [2472/3539] Completed PFG in 0.3s | 2.89 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-30T20:29:19.315958] [INFO ] [sig       ] [2473/3539] Forecasting PFGC...
[2025-12-30T20:29:19.315987] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-30T20:29:19.316017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-30T20:29:19.326794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-30T20:29:19.327060] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-30T20:29:19.327825] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-30T20:29:19.327876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:19.327906] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:19.327932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:19.327989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:19.384545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:19.385166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:19.385244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:19.385277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:19.507621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:19.507773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:19.507813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:19.507842] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:19.511153] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-30T20:29:19.511420] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-30T20:29:19.511541] [INFO ] [sig       ] PFGC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:19.650819] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PFGC.txt
[2025-12-30T20:29:19.650929] [INFO ] [sig       ] [2473/3539] Completed PFGC in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:19.650965] [INFO ] [sig       ] [2474/3539] Forecasting PFH...
[2025-12-30T20:29:19.650993] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-30T20:29:19.651025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-30T20:29:19.662508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-30T20:29:19.662816] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-30T20:29:19.663566] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-30T20:29:19.663634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:19.663665] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:19.663691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:19.663748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:19.721366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:19.721996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:19.722079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:19.722111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:19.837726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:19.837860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:19.837899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:19.837927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:19.841162] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-30T20:29:19.841431] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-30T20:29:19.841551] [INFO ] [sig       ] PFH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:19.981738] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFH.txt
[2025-12-30T20:29:19.981869] [INFO ] [sig       ] [2474/3539] Completed PFH in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:19.981909] [INFO ] [sig       ] [2475/3539] Forecasting PFIS...
[2025-12-30T20:29:19.981938] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-30T20:29:19.981969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-30T20:29:19.992844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-30T20:29:19.993127] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-30T20:29:19.993898] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-30T20:29:19.993950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:19.993991] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:19.994019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:19.994076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:20.054073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:20.054802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:20.054901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:20.054934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:20.165835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:20.165988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:20.166029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:20.166058] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:20.169403] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-30T20:29:20.169699] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-30T20:29:20.169822] [INFO ] [sig       ] PFIS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:20.311459] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PFIS.txt
[2025-12-30T20:29:20.311632] [INFO ] [sig       ] [2475/3539] Completed PFIS in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:20.311674] [INFO ] [sig       ] [2476/3539] Forecasting PFL...
[2025-12-30T20:29:20.311703] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-30T20:29:20.311733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-30T20:29:20.322624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-30T20:29:20.322961] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-30T20:29:20.323747] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-30T20:29:20.323799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:20.323831] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:20.323857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:20.323915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:20.381293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:20.382153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:20.382239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:20.382274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:20.498753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:20.498914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:20.498955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:20.498982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:20.502270] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-30T20:29:20.502538] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-30T20:29:20.502675] [INFO ] [sig       ] PFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:20.642990] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFL.txt
[2025-12-30T20:29:20.643112] [INFO ] [sig       ] [2476/3539] Completed PFL in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:20.643149] [INFO ] [sig       ] [2477/3539] Forecasting PFM...
[2025-12-30T20:29:20.643177] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-30T20:29:20.643208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-30T20:29:20.654435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-30T20:29:20.654753] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-30T20:29:20.655499] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-30T20:29:20.655550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:20.655598] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:20.655627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:20.655683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:20.712111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:20.712794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:20.712875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:20.712907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:20.833976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:20.834125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:20.834166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:20.834193] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:20.837485] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-30T20:29:20.837767] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-30T20:29:20.837887] [INFO ] [sig       ] PFM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:20.977170] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFM.txt
[2025-12-30T20:29:20.977293] [INFO ] [sig       ] [2477/3539] Completed PFM in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:20.977331] [INFO ] [sig       ] [2478/3539] Forecasting PFN...
[2025-12-30T20:29:20.977360] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-30T20:29:20.977391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-30T20:29:20.988218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-30T20:29:20.988477] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-30T20:29:20.989267] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-30T20:29:20.989318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:20.989348] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:20.989376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:20.989433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:21.045645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:21.046355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:21.046465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:21.046498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:21.164048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:21.164152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:21.164189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:21.164217] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:21.167308] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-30T20:29:21.167590] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-30T20:29:21.167709] [INFO ] [sig       ] PFN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:21.308340] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFN.txt
[2025-12-30T20:29:21.308470] [INFO ] [sig       ] [2478/3539] Completed PFN in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:21.308514] [INFO ] [sig       ] [2479/3539] Forecasting PFO...
[2025-12-30T20:29:21.308549] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-30T20:29:21.308599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-30T20:29:21.319196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-30T20:29:21.319452] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-30T20:29:21.320216] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-30T20:29:21.320268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:21.320300] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:21.320327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:21.320385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:21.377243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:21.377879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:21.377961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:21.377992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:21.489612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:21.489736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:21.489776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:21.489805] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:21.493043] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-30T20:29:21.493318] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-30T20:29:21.493442] [INFO ] [sig       ] PFO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:21.637182] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PFO.txt
[2025-12-30T20:29:21.637347] [INFO ] [sig       ] [2479/3539] Completed PFO in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:21.637387] [INFO ] [sig       ] [2480/3539] Forecasting PFS...
[2025-12-30T20:29:21.637416] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-30T20:29:21.637457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-30T20:29:21.649351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-30T20:29:21.649670] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-30T20:29:21.650458] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-30T20:29:21.650510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:21.650542] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:21.650586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:21.650649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:21.707613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:21.708681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:21.708812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:21.708858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:21.829147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:21.829305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:21.829346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:21.829375] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:21.832731] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-30T20:29:21.833002] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-30T20:29:21.833128] [INFO ] [sig       ] PFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:21.970739] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFS.txt
[2025-12-30T20:29:21.970852] [INFO ] [sig       ] [2480/3539] Completed PFS in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:21.970890] [INFO ] [sig       ] [2481/3539] Forecasting PFSI...
[2025-12-30T20:29:21.970919] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-30T20:29:21.970949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-30T20:29:21.982009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-30T20:29:21.982282] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-30T20:29:21.983062] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-30T20:29:21.983114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:21.983146] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:21.983173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:21.983229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:22.039333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:22.039963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:22.040041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:22.040073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:22.154302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:22.154441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:22.154482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:22.154510] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:22.157759] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-30T20:29:22.158022] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-30T20:29:22.158140] [INFO ] [sig       ] PFSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:22.296965] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PFSI.txt
[2025-12-30T20:29:22.297183] [INFO ] [sig       ] [2481/3539] Completed PFSI in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:22.297240] [INFO ] [sig       ] [2482/3539] Forecasting PGC...
[2025-12-30T20:29:22.297281] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-30T20:29:22.297324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-30T20:29:22.308696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-30T20:29:22.312259] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-30T20:29:22.313255] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-30T20:29:22.313315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:22.313349] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:22.313376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:22.313433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:22.370940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:22.372031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:22.372116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:22.372147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:22.494102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:22.494256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:22.494297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:22.494360] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:22.497729] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-30T20:29:22.498001] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-30T20:29:22.498127] [INFO ] [sig       ] PGC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:22.636707] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PGC.txt
[2025-12-30T20:29:22.636841] [INFO ] [sig       ] [2482/3539] Completed PGC in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:22.636879] [INFO ] [sig       ] [2483/3539] Forecasting PGEN...
[2025-12-30T20:29:22.636909] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-30T20:29:22.636939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-30T20:29:22.648786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-30T20:29:22.649093] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-30T20:29:22.649860] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-30T20:29:22.649912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:22.649942] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:22.649969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:22.650026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:22.706023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:22.706770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:22.706855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:22.706887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:22.824647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:22.824801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:22.824841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:22.824870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:22.828160] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-30T20:29:22.828430] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-30T20:29:22.828595] [INFO ] [sig       ] PGEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:22.966018] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PGEN.txt
[2025-12-30T20:29:22.966148] [INFO ] [sig       ] [2483/3539] Completed PGEN in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:22.966186] [INFO ] [sig       ] [2484/3539] Forecasting PGJ...
[2025-12-30T20:29:22.966214] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-30T20:29:22.966244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-30T20:29:22.977396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-30T20:29:22.977709] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-30T20:29:22.978457] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-30T20:29:22.978508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:22.978540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:22.978566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:22.978651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:23.038662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:23.039454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:23.039544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:23.039599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:23.160050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:23.160203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:23.160243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:23.160272] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:23.163949] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-12-30T20:29:23.164216] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-30T20:29:23.164341] [INFO ] [sig       ] PGJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:23.308148] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PGJ.txt
[2025-12-30T20:29:23.308304] [INFO ] [sig       ] [2484/3539] Completed PGJ in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:23.308345] [INFO ] [sig       ] [2485/3539] Forecasting PGNY...
[2025-12-30T20:29:23.308374] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-30T20:29:23.308405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-30T20:29:23.320412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-30T20:29:23.320793] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-30T20:29:23.321553] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-30T20:29:23.321630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:23.321696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:23.321724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:23.321782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:23.377825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:23.378492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:23.378590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:23.378625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:23.493922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:23.494076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:23.494116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:23.494144] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:23.497470] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=56.37%)
[2025-12-30T20:29:23.497765] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-30T20:29:23.497890] [INFO ] [sig       ] PGNY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:23.638428] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PGNY.txt
[2025-12-30T20:29:23.638562] [INFO ] [sig       ] [2485/3539] Completed PGNY in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:23.638619] [INFO ] [sig       ] [2486/3539] Forecasting PGP...
[2025-12-30T20:29:23.638651] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-30T20:29:23.638682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-30T20:29:23.649973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-30T20:29:23.650267] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-30T20:29:23.651044] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-30T20:29:23.651097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:23.651129] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:23.651157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:23.651227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:23.709190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:23.710094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:23.710181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:23.710216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:23.840603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:23.840769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:23.840819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:23.840858] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:23.844718] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-30T20:29:23.845033] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-30T20:29:23.845166] [INFO ] [sig       ] PGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:23.999915] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PGP.txt
[2025-12-30T20:29:24.000080] [INFO ] [sig       ] [2486/3539] Completed PGP in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:24.000122] [INFO ] [sig       ] [2487/3539] Forecasting PGY...
[2025-12-30T20:29:24.000152] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-30T20:29:24.000184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-30T20:29:24.012513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-30T20:29:24.012930] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-30T20:29:24.013760] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-30T20:29:24.013815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:24.013849] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:24.013876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:24.013934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:24.079110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:24.080073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:24.080168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:24.080203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:24.212969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:24.213127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:24.213169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:24.213204] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:24.216997] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=79.21%)
[2025-12-30T20:29:24.217307] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-30T20:29:24.217437] [INFO ] [sig       ] PGY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:24.357325] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PGY.txt
[2025-12-30T20:29:24.357460] [INFO ] [sig       ] [2487/3539] Completed PGY in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:24.357500] [INFO ] [sig       ] [2488/3539] Forecasting PGZ...
[2025-12-30T20:29:24.357529] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-30T20:29:24.357562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-30T20:29:24.368780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-30T20:29:24.369106] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-30T20:29:24.369911] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-30T20:29:24.369975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:24.370007] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:24.370033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:24.370090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:24.426683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:24.427386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:24.427473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:24.427505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:24.547056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:24.547218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:24.547266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:24.547296] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:24.550964] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-12-30T20:29:24.551306] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-30T20:29:24.551447] [INFO ] [sig       ] PGZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:24.751302] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PGZ.txt
[2025-12-30T20:29:24.751463] [INFO ] [sig       ] [2488/3539] Completed PGZ in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:24.751509] [INFO ] [sig       ] [2489/3539] Forecasting PH...
[2025-12-30T20:29:24.751542] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-30T20:29:24.751594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-30T20:29:24.764810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-30T20:29:24.765265] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-30T20:29:24.766261] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-30T20:29:24.766318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:24.766352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:24.766380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:24.766440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:24.835770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:24.836743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:24.836844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:24.836891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:24.974990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:24.975157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:24.975210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:24.975249] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:24.979406] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-30T20:29:24.979713] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-30T20:29:24.979846] [INFO ] [sig       ] PH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:25.121927] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PH.txt
[2025-12-30T20:29:25.122067] [INFO ] [sig       ] [2489/3539] Completed PH in 0.4s | 2.89 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-30T20:29:25.122106] [INFO ] [sig       ] [2490/3539] Forecasting PHG...
[2025-12-30T20:29:25.122135] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-30T20:29:25.122166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-30T20:29:25.133014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-30T20:29:25.133334] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-30T20:29:25.134333] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-30T20:29:25.134385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:25.134415] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:25.134441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:25.134498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:25.190782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:25.191380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:25.191461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:25.191499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:25.310304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:25.310457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:25.310496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:25.310524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:25.313870] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-30T20:29:25.314138] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-30T20:29:25.314256] [INFO ] [sig       ] PHG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:25.453979] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHG.txt
[2025-12-30T20:29:25.454124] [INFO ] [sig       ] [2490/3539] Completed PHG in 0.3s | 2.89 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-30T20:29:25.454163] [INFO ] [sig       ] [2491/3539] Forecasting PHI...
[2025-12-30T20:29:25.454191] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-30T20:29:25.454223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-30T20:29:25.467243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-30T20:29:25.467764] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-30T20:29:25.468881] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-30T20:29:25.468949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:25.468995] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:25.469037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:25.469127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:25.528766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:25.529618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:25.529705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:25.529741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:25.646261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:25.646416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:25.646456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:25.646484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:25.650085] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-30T20:29:25.650378] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-30T20:29:25.650508] [INFO ] [sig       ] PHI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:25.798843] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHI.txt
[2025-12-30T20:29:25.799008] [INFO ] [sig       ] [2491/3539] Completed PHI in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:25.799059] [INFO ] [sig       ] [2492/3539] Forecasting PHIN...
[2025-12-30T20:29:25.799090] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-30T20:29:25.799121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-30T20:29:25.811316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-30T20:29:25.811743] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-30T20:29:25.812562] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-30T20:29:25.812645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:25.812678] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:25.812705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:25.812918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:25.876401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:25.877336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:25.877426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:25.877458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:26.001885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:26.002068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:26.002114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:26.002143] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:26.005733] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-12-30T20:29:26.006052] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-30T20:29:26.006188] [INFO ] [sig       ] PHIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:26.151067] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHIN.txt
[2025-12-30T20:29:26.151243] [INFO ] [sig       ] [2492/3539] Completed PHIN in 0.4s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:26.151285] [INFO ] [sig       ] [2493/3539] Forecasting PHIO...
[2025-12-30T20:29:26.151315] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-30T20:29:26.151345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-30T20:29:26.164091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-30T20:29:26.164515] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-30T20:29:26.165337] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-30T20:29:26.165391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:26.165422] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:26.165447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:26.165504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:26.225948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:26.226970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:26.227059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:26.227093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:26.348093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:26.348249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:26.348290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:26.348320] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:26.351872] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-30T20:29:26.352147] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-30T20:29:26.352293] [INFO ] [sig       ] PHIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:26.497373] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PHIO.txt
[2025-12-30T20:29:26.497492] [INFO ] [sig       ] [2493/3539] Completed PHIO in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:26.497531] [INFO ] [sig       ] [2494/3539] Forecasting PHK...
[2025-12-30T20:29:26.497560] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-30T20:29:26.497607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-30T20:29:26.508829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-30T20:29:26.509144] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-30T20:29:26.509957] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-30T20:29:26.510011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:26.510045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:26.510073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:26.510132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:26.572914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:26.573642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:26.573725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:26.573760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:26.699985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:26.700148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:26.700190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:26.700218] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:26.703682] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-30T20:29:26.703957] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-30T20:29:26.704079] [INFO ] [sig       ] PHK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:26.844815] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHK.txt
[2025-12-30T20:29:26.844943] [INFO ] [sig       ] [2494/3539] Completed PHK in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:26.844981] [INFO ] [sig       ] [2495/3539] Forecasting PHM...
[2025-12-30T20:29:26.845011] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-30T20:29:26.845040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-30T20:29:26.856554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-30T20:29:26.856851] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-30T20:29:26.857617] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-30T20:29:26.857670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:26.857700] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:26.857727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:26.857785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:26.914425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:26.915150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:26.915232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:26.915264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:27.031264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:27.031393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:27.031447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:27.031476] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:27.034727] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-30T20:29:27.034990] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-30T20:29:27.035113] [INFO ] [sig       ] PHM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:27.173232] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHM.txt
[2025-12-30T20:29:27.173349] [INFO ] [sig       ] [2495/3539] Completed PHM in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:27.173387] [INFO ] [sig       ] [2496/3539] Forecasting PHO...
[2025-12-30T20:29:27.173416] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-30T20:29:27.173447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-30T20:29:27.184459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-30T20:29:27.184739] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-30T20:29:27.185480] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-30T20:29:27.185532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:27.185563] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:27.185612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:27.185673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:27.243172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:27.243797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:27.243876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:27.243909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:27.362038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:27.362187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:27.362227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:27.362255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:27.365535] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-12-30T20:29:27.365817] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-30T20:29:27.365937] [INFO ] [sig       ] PHO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:27.504668] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHO.txt
[2025-12-30T20:29:27.504781] [INFO ] [sig       ] [2496/3539] Completed PHO in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:27.504819] [INFO ] [sig       ] [2497/3539] Forecasting PHUN...
[2025-12-30T20:29:27.504847] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-30T20:29:27.504877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-30T20:29:27.516280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-30T20:29:27.516556] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-30T20:29:27.517324] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-30T20:29:27.517375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:27.517406] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:27.517432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:27.517489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:27.574720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:27.575346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:27.575439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:27.575472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:27.697970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:27.698153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:27.698196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:27.698226] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:27.701731] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-30T20:29:27.702012] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-30T20:29:27.702145] [INFO ] [sig       ] PHUN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:27.843660] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PHUN.txt
[2025-12-30T20:29:27.843791] [INFO ] [sig       ] [2497/3539] Completed PHUN in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:27.843830] [INFO ] [sig       ] [2498/3539] Forecasting PHVS...
[2025-12-30T20:29:27.843857] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-30T20:29:27.843887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-30T20:29:27.855071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-30T20:29:27.855348] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-30T20:29:27.856126] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-30T20:29:27.856178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:27.856208] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:27.856234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:27.856291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:27.913990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:27.914616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:27.914696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:27.914728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:28.032245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:28.032368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:28.032405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:28.032432] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:28.035628] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-30T20:29:28.035893] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-30T20:29:28.036014] [INFO ] [sig       ] PHVS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:28.177198] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PHVS.txt
[2025-12-30T20:29:28.177318] [INFO ] [sig       ] [2498/3539] Completed PHVS in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:28.177405] [INFO ] [sig       ] [2499/3539] Forecasting PI...
[2025-12-30T20:29:28.177436] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-30T20:29:28.177466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-30T20:29:28.189512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-30T20:29:28.189812] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-30T20:29:28.190551] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-30T20:29:28.190623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:28.190666] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:28.190693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:28.190750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:28.251676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:28.252292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:28.252379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:28.252412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:28.377397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:28.377619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:28.377674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:28.377706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:28.381359] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-12-30T20:29:28.381718] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-30T20:29:28.381855] [INFO ] [sig       ] PI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:28.525548] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PI.txt
[2025-12-30T20:29:28.525724] [INFO ] [sig       ] [2499/3539] Completed PI in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:28.525766] [INFO ] [sig       ] [2500/3539] Forecasting PID...
[2025-12-30T20:29:28.525796] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-30T20:29:28.525828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-30T20:29:28.537364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-30T20:29:28.537664] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-30T20:29:28.538422] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-30T20:29:28.538474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:28.538505] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:28.538531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:28.538604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:28.596102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:28.596720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:28.596799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:28.596830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:28.717617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:28.717775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:28.717815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:28.717843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:28.721401] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-30T20:29:28.721689] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-30T20:29:28.721811] [INFO ] [sig       ] PID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:28.862216] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PID.txt
[2025-12-30T20:29:28.862336] [INFO ] [sig       ] [2500/3539] Completed PID in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:28.862375] [INFO ] [sig       ] [2501/3539] Forecasting PIE...
[2025-12-30T20:29:28.862403] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-30T20:29:28.862434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-30T20:29:28.873764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-30T20:29:28.874038] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-30T20:29:28.874920] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-30T20:29:28.874972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:28.875003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:28.875029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:28.875086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:28.932180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:28.932826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:28.932904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:28.932936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:29.042601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:29.042723] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:29:29.042758] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:29.042785] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:29.045951] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-30T20:29:29.046227] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-30T20:29:29.046346] [INFO ] [sig       ] PIE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:29.191124] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PIE.txt
[2025-12-30T20:29:29.191269] [INFO ] [sig       ] [2501/3539] Completed PIE in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:29.191308] [INFO ] [sig       ] [2502/3539] Forecasting PII...
[2025-12-30T20:29:29.191336] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-30T20:29:29.191373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-30T20:29:29.202904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-30T20:29:29.203184] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-30T20:29:29.203963] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-30T20:29:29.204016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:29.204052] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:29.204080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:29.204177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:29.261620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:29.262225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:29.262305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:29.262337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:29.377828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:29.378002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:29.378043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:29.378072] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:29.381406] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-30T20:29:29.381704] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-30T20:29:29.381833] [INFO ] [sig       ] PII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:29.522724] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PII.txt
[2025-12-30T20:29:29.522885] [INFO ] [sig       ] [2502/3539] Completed PII in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:29.522924] [INFO ] [sig       ] [2503/3539] Forecasting PIM...
[2025-12-30T20:29:29.522952] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-30T20:29:29.522991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-30T20:29:29.534486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-30T20:29:29.534828] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-30T20:29:29.535613] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-30T20:29:29.535665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:29.535696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:29.535722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:29.535778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:29.592336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:29.593228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:29.593318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:29.593350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:29.707643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:29.707808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:29.707849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:29.707878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:29.711383] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-30T20:29:29.711689] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-30T20:29:29.711818] [INFO ] [sig       ] PIM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:29.860931] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PIM.txt
[2025-12-30T20:29:29.861067] [INFO ] [sig       ] [2503/3539] Completed PIM in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:29.861106] [INFO ] [sig       ] [2504/3539] Forecasting PINE...
[2025-12-30T20:29:29.861137] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-30T20:29:29.861168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-30T20:29:29.873011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-30T20:29:29.873294] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-30T20:29:29.874062] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-30T20:29:29.874114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:29.874145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:29.874171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:29.874229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:29.931601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:29.932466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:29.932551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:29.932601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:30.049353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:30.049506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:30.049548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:30.049597] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:30.053048] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=79.71%)
[2025-12-30T20:29:30.053316] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-30T20:29:30.053438] [INFO ] [sig       ] PINE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:30.194975] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PINE.txt
[2025-12-30T20:29:30.195116] [INFO ] [sig       ] [2504/3539] Completed PINE in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:30.195155] [INFO ] [sig       ] [2505/3539] Forecasting PINS...
[2025-12-30T20:29:30.195185] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-30T20:29:30.195214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-30T20:29:30.206745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-30T20:29:30.207020] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-30T20:29:30.207776] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-30T20:29:30.207827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:30.207858] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:30.207884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:30.207940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:30.265896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:30.266507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:30.266605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:30.266641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:30.389660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:30.389820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:30.389863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:30.389892] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:30.393256] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-12-30T20:29:30.393567] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-30T20:29:30.393715] [INFO ] [sig       ] PINS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:30.535071] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PINS.txt
[2025-12-30T20:29:30.535196] [INFO ] [sig       ] [2505/3539] Completed PINS in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:30.535235] [INFO ] [sig       ] [2506/3539] Forecasting PK...
[2025-12-30T20:29:30.535266] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-30T20:29:30.535296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-30T20:29:30.546817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-30T20:29:30.547077] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-30T20:29:30.547876] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-30T20:29:30.547927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:30.547958] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:30.547984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:30.548041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:30.606961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:30.607654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:30.607734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:30.607766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:30.731410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:30.731561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:30.731624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:30.731656] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:30.735019] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-30T20:29:30.735288] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-30T20:29:30.735413] [INFO ] [sig       ] PK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:30.875527] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PK.txt
[2025-12-30T20:29:30.875674] [INFO ] [sig       ] [2506/3539] Completed PK in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-30T20:29:30.875714] [INFO ] [sig       ] [2507/3539] Forecasting PKBK...
[2025-12-30T20:29:30.875744] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-30T20:29:30.875775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-30T20:29:30.887145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-30T20:29:30.887452] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-30T20:29:30.888220] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-30T20:29:30.888272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:30.888301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:30.888327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:30.888383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:30.945358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:30.946002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:30.946082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:30.946114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:31.057688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:31.057841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:31.057881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:31.057909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:31.061194] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-30T20:29:31.061458] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-30T20:29:31.061595] [INFO ] [sig       ] PKBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:31.206192] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PKBK.txt
[2025-12-30T20:29:31.206344] [INFO ] [sig       ] [2507/3539] Completed PKBK in 0.3s | 2.89 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-30T20:29:31.206385] [INFO ] [sig       ] [2508/3539] Forecasting PKE...
[2025-12-30T20:29:31.206413] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-30T20:29:31.206445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-30T20:29:31.218332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-30T20:29:31.218645] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-30T20:29:31.219445] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-30T20:29:31.219496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:31.219527] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:31.219552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:31.219634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:31.276305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:31.276941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:31.277022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:31.277055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:31.393548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:31.393726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:31.393766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:31.393793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:31.397118] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-30T20:29:31.397393] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-30T20:29:31.397513] [INFO ] [sig       ] PKE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:31.539042] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PKE.txt
[2025-12-30T20:29:31.539201] [INFO ] [sig       ] [2508/3539] Completed PKE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:31.539241] [INFO ] [sig       ] [2509/3539] Forecasting PKG...
[2025-12-30T20:29:31.539271] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-30T20:29:31.539304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-30T20:29:31.551224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-30T20:29:31.551678] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-30T20:29:31.552543] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-30T20:29:31.552639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:31.552697] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:31.552751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:31.552839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:31.614221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:31.615080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:31.615171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:31.615205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:31.739030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:31.739189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:31.739233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:31.739262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:31.742707] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-30T20:29:31.743000] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-30T20:29:31.743128] [INFO ] [sig       ] PKG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:31.882742] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PKG.txt
[2025-12-30T20:29:31.882875] [INFO ] [sig       ] [2509/3539] Completed PKG in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:31.883107] [INFO ] [sig       ] [2510/3539] Forecasting PKOH...
[2025-12-30T20:29:31.883138] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-30T20:29:31.883170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-30T20:29:31.898169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-30T20:29:31.898508] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-30T20:29:31.899359] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-30T20:29:31.899414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:31.899448] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:31.899476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:31.899535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:31.959192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:31.959878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:31.959960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:31.959994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:32.074688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:32.074837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:32.074879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:32.074909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:32.078668] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-12-30T20:29:32.078961] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-30T20:29:32.079085] [INFO ] [sig       ] PKOH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:32.236815] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PKOH.txt
[2025-12-30T20:29:32.236966] [INFO ] [sig       ] [2510/3539] Completed PKOH in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:32.237005] [INFO ] [sig       ] [2511/3539] Forecasting PKX...
[2025-12-30T20:29:32.237033] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-30T20:29:32.237065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-30T20:29:32.249547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-30T20:29:32.249852] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-30T20:29:32.250854] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-30T20:29:32.250907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:32.251094] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:32.251121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:32.251178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:32.311633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:32.312257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:32.312341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:32.312374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:32.431694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:32.431849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:32.431890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:32.431918] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:32.435205] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-30T20:29:32.435473] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-30T20:29:32.435610] [INFO ] [sig       ] PKX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:32.578517] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PKX.txt
[2025-12-30T20:29:32.578660] [INFO ] [sig       ] [2511/3539] Completed PKX in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:32.578700] [INFO ] [sig       ] [2512/3539] Forecasting PL...
[2025-12-30T20:29:32.578746] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-30T20:29:32.578781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-30T20:29:32.590270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-30T20:29:32.590606] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-30T20:29:32.591373] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-30T20:29:32.591435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:32.591466] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:32.591493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:32.591551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:32.649209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:32.649837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:32.649916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:32.649947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:32.769823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:32.770161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:32.770200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:32.770228] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:32.773693] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-30T20:29:32.773960] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-30T20:29:32.774080] [INFO ] [sig       ] PL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:32.920247] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PL.txt
[2025-12-30T20:29:32.920380] [INFO ] [sig       ] [2512/3539] Completed PL in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:32.920418] [INFO ] [sig       ] [2513/3539] Forecasting PLAB...
[2025-12-30T20:29:32.920447] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-30T20:29:32.920477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-30T20:29:32.931898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-30T20:29:32.932183] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-30T20:29:32.932966] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-30T20:29:32.933017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:32.933048] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:32.933074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:32.933132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:32.990105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:32.990838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:32.990918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:32.990950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:33.115011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:33.115172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:33.115217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:33.115248] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:33.118870] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-30T20:29:33.119168] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-30T20:29:33.119309] [INFO ] [sig       ] PLAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:33.271098] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLAB.txt
[2025-12-30T20:29:33.271278] [INFO ] [sig       ] [2513/3539] Completed PLAB in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:33.271331] [INFO ] [sig       ] [2514/3539] Forecasting PLAY...
[2025-12-30T20:29:33.271362] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-30T20:29:33.271396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-30T20:29:33.284475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-30T20:29:33.284892] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-30T20:29:33.285730] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-30T20:29:33.285784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:33.285818] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:33.285849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:33.285924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:33.348145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:33.349066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:33.349156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:33.349189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:33.473097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:33.473264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:33.473306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:33.473333] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:33.476955] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-30T20:29:33.477351] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-30T20:29:33.477495] [INFO ] [sig       ] PLAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:33.626534] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PLAY.txt
[2025-12-30T20:29:33.626715] [INFO ] [sig       ] [2514/3539] Completed PLAY in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:33.626759] [INFO ] [sig       ] [2515/3539] Forecasting PLBC...
[2025-12-30T20:29:33.626791] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-30T20:29:33.626826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-30T20:29:33.638269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-30T20:29:33.638659] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-30T20:29:33.643146] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-30T20:29:33.643230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:33.643261] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:33.643287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:33.643345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:33.701148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:33.702119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:33.702203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:33.702235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:33.808351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:33.808507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:33.808549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:33.808594] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:33.812025] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-30T20:29:33.812311] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-30T20:29:33.812438] [INFO ] [sig       ] PLBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:33.958602] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLBC.txt
[2025-12-30T20:29:33.958783] [INFO ] [sig       ] [2515/3539] Completed PLBC in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:33.958867] [INFO ] [sig       ] [2516/3539] Forecasting PLBY...
[2025-12-30T20:29:33.958899] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-30T20:29:33.958930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-30T20:29:33.970177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-30T20:29:33.970526] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-30T20:29:33.971321] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-30T20:29:33.971375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:33.971408] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:33.971436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:33.971496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:34.031090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:34.031944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:34.032032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:34.032065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:34.155467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:34.155648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:34.155693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:34.155723] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:34.159364] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-30T20:29:34.159742] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-30T20:29:34.159885] [INFO ] [sig       ] PLBY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:34.332280] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PLBY.txt
[2025-12-30T20:29:34.332437] [INFO ] [sig       ] [2516/3539] Completed PLBY in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:34.332477] [INFO ] [sig       ] [2517/3539] Forecasting PLCE...
[2025-12-30T20:29:34.332505] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-30T20:29:34.332537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-30T20:29:34.344500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-30T20:29:34.344898] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-30T20:29:34.345677] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-30T20:29:34.345729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:34.345760] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:34.345786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:34.345844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:34.407956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:34.408881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:34.408974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:34.409006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:34.530963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:34.531125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:34.531166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:34.531194] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:34.534604] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-30T20:29:34.534914] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-30T20:29:34.535040] [INFO ] [sig       ] PLCE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:34.677705] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLCE.txt
[2025-12-30T20:29:34.677864] [INFO ] [sig       ] [2517/3539] Completed PLCE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:34.677905] [INFO ] [sig       ] [2518/3539] Forecasting PLD...
[2025-12-30T20:29:34.677934] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-30T20:29:34.677965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-30T20:29:34.690734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-30T20:29:34.691152] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-30T20:29:34.691963] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-30T20:29:34.692016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:34.692047] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:34.692074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:34.692132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:34.749008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:34.749911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:34.749998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:34.750030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:34.872335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:34.872490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:34.872532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:34.872560] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:34.876064] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-30T20:29:34.876344] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-30T20:29:34.876470] [INFO ] [sig       ] PLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:35.024854] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PLD.txt
[2025-12-30T20:29:35.025037] [INFO ] [sig       ] [2518/3539] Completed PLD in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:35.025080] [INFO ] [sig       ] [2519/3539] Forecasting PLPC...
[2025-12-30T20:29:35.025110] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-30T20:29:35.025143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-30T20:29:35.036886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-30T20:29:35.037230] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-30T20:29:35.038062] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-30T20:29:35.038115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:35.038147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:35.038202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:35.038263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:35.096479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:35.097315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:35.097404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:35.097437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:35.212475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:35.212630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:35.212689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:35.212719] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:35.216208] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-30T20:29:35.216497] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-30T20:29:35.216705] [INFO ] [sig       ] PLPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:35.366967] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLPC.txt
[2025-12-30T20:29:35.367125] [INFO ] [sig       ] [2519/3539] Completed PLPC in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:35.367166] [INFO ] [sig       ] [2520/3539] Forecasting PLRX...
[2025-12-30T20:29:35.367196] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-30T20:29:35.367228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-30T20:29:35.379629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-30T20:29:35.379944] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-30T20:29:35.380771] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-30T20:29:35.380824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:35.380857] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:35.380884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:35.380942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:35.442810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:35.443717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:35.443818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:35.443858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:35.560650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:35.560822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:35.560864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:35.560894] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:35.564399] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-30T20:29:35.564704] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-30T20:29:35.564833] [INFO ] [sig       ] PLRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:35.711824] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLRX.txt
[2025-12-30T20:29:35.711964] [INFO ] [sig       ] [2520/3539] Completed PLRX in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:35.712005] [INFO ] [sig       ] [2521/3539] Forecasting PLSE...
[2025-12-30T20:29:35.712033] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-30T20:29:35.712065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-30T20:29:35.723506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-30T20:29:35.723866] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-30T20:29:35.724670] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-30T20:29:35.724724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:35.724758] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:35.724788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:35.724847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:35.783509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:35.784292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:35.784378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:35.784410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:35.902510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:35.902688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:35.902731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:35.902761] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:35.906205] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-30T20:29:35.906479] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-30T20:29:35.906615] [INFO ] [sig       ] PLSE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:36.056516] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLSE.txt
[2025-12-30T20:29:36.056678] [INFO ] [sig       ] [2521/3539] Completed PLSE in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:36.056726] [INFO ] [sig       ] [2522/3539] Forecasting PLTK...
[2025-12-30T20:29:36.056755] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-30T20:29:36.056786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-30T20:29:36.068234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-30T20:29:36.068518] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-30T20:29:36.069534] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-30T20:29:36.069604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:36.069638] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:36.069665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:36.069723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:36.135038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:36.136073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:36.136156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:36.136190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:36.257497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:36.257678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:36.257724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:36.257753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:36.261895] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-30T20:29:36.262180] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-30T20:29:36.262305] [INFO ] [sig       ] PLTK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:36.415749] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLTK.txt
[2025-12-30T20:29:36.415913] [INFO ] [sig       ] [2522/3539] Completed PLTK in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:36.415955] [INFO ] [sig       ] [2523/3539] Forecasting PLUG...
[2025-12-30T20:29:36.415984] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-30T20:29:36.416017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-30T20:29:36.428760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-30T20:29:36.429085] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-30T20:29:36.429858] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-30T20:29:36.429909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:36.429952] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:36.429980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:36.430038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:36.486097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:36.486967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:36.487054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:36.487087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:36.606460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:36.606641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:36.606683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:36.606712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:36.610106] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-30T20:29:36.610380] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-30T20:29:36.610499] [INFO ] [sig       ] PLUG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:36.751244] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLUG.txt
[2025-12-30T20:29:36.751409] [INFO ] [sig       ] [2523/3539] Completed PLUG in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-30T20:29:36.751448] [INFO ] [sig       ] [2524/3539] Forecasting PLUS...
[2025-12-30T20:29:36.751476] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-30T20:29:36.751507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-30T20:29:36.762817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-30T20:29:36.763202] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-30T20:29:36.764009] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-30T20:29:36.764060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:36.764090] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:36.764115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:36.764172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:36.824621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:36.825555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:36.825658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:36.825693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:36.952345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:36.952511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:36.952554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:36.952602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:36.956196] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-30T20:29:36.956506] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-30T20:29:36.956658] [INFO ] [sig       ] PLUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:37.105351] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PLUS.txt
[2025-12-30T20:29:37.105505] [INFO ] [sig       ] [2524/3539] Completed PLUS in 0.4s | 2.89 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-30T20:29:37.105547] [INFO ] [sig       ] [2525/3539] Forecasting PLXS...
[2025-12-30T20:29:37.105595] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-30T20:29:37.105631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-30T20:29:37.117966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-30T20:29:37.118274] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-30T20:29:37.119111] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-30T20:29:37.119166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:37.119198] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:37.119226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:37.119283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:37.177939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:37.178675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:37.178773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:37.178810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:37.304238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:37.304400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:37.304444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:37.304474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:37.307929] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-30T20:29:37.308222] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-30T20:29:37.308352] [INFO ] [sig       ] PLXS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:37.448875] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PLXS.txt
[2025-12-30T20:29:37.449038] [INFO ] [sig       ] [2525/3539] Completed PLXS in 0.3s | 2.89 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-30T20:29:37.449080] [INFO ] [sig       ] [2526/3539] Forecasting PLYM...
[2025-12-30T20:29:37.449110] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-30T20:29:37.449140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-30T20:29:37.460348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-30T20:29:37.460727] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-30T20:29:37.461502] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-30T20:29:37.461554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:37.461605] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:37.461633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:37.461689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:37.518047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:37.518963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:37.519050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:37.519081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:37.644255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:37.644441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:37.644483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:37.644513] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:37.648248] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=49.77%)
[2025-12-30T20:29:37.648549] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-30T20:29:37.648705] [INFO ] [sig       ] PLYM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:37.792531] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PLYM.txt
[2025-12-30T20:29:37.792708] [INFO ] [sig       ] [2526/3539] Completed PLYM in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:37.792765] [INFO ] [sig       ] [2527/3539] Forecasting PM...
[2025-12-30T20:29:37.792799] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-30T20:29:37.792832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-30T20:29:37.804900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-30T20:29:37.805239] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-30T20:29:37.806081] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-30T20:29:37.806137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:37.806169] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:37.806196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:37.806252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:37.864175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:37.864900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:37.864983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:37.865017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:37.988892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:37.989052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:37.989295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:37.989329] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:37.992793] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-12-30T20:29:37.993062] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-30T20:29:37.993186] [INFO ] [sig       ] PM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:38.135620] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PM.txt
[2025-12-30T20:29:38.135787] [INFO ] [sig       ] [2527/3539] Completed PM in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:38.135846] [INFO ] [sig       ] [2528/3539] Forecasting PMAX...
[2025-12-30T20:29:38.135891] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-30T20:29:38.135936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-30T20:29:38.147367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-30T20:29:38.147771] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-30T20:29:38.148746] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-30T20:29:38.148804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:38.148837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:38.148865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:38.148935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:38.206919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:38.207827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:38.207940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:38.207973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:38.334683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:38.334870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:38.334913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:38.334942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:38.338536] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=72.13%)
[2025-12-30T20:29:38.338881] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-30T20:29:38.339014] [INFO ] [sig       ] PMAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:38.481159] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PMAX.txt
[2025-12-30T20:29:38.481289] [INFO ] [sig       ] [2528/3539] Completed PMAX in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:38.481328] [INFO ] [sig       ] [2529/3539] Forecasting PML...
[2025-12-30T20:29:38.481357] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-30T20:29:38.481388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-30T20:29:38.492883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-30T20:29:38.493159] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-30T20:29:38.493919] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-30T20:29:38.493972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:38.494003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:38.494030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:38.494087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:38.552521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:38.553215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:38.553320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:38.553353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:38.677330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:38.677486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:38.677528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:38.677556] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:38.680936] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-30T20:29:38.681208] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-30T20:29:38.681331] [INFO ] [sig       ] PML: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:38.831033] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PML.txt
[2025-12-30T20:29:38.831185] [INFO ] [sig       ] [2529/3539] Completed PML in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:38.831223] [INFO ] [sig       ] [2530/3539] Forecasting PMM...
[2025-12-30T20:29:38.831252] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-30T20:29:38.831283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-30T20:29:38.842561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-30T20:29:38.842863] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-30T20:29:38.843652] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-30T20:29:38.843707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:38.843739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:38.843767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:38.843826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:38.900405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:38.901254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:38.901341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:38.901375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:39.022272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:39.022459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:39.022502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:39.022550] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:39.026067] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-12-30T20:29:39.026340] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-30T20:29:39.026464] [INFO ] [sig       ] PMM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:39.168250] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PMM.txt
[2025-12-30T20:29:39.168402] [INFO ] [sig       ] [2530/3539] Completed PMM in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:39.168441] [INFO ] [sig       ] [2531/3539] Forecasting PMO...
[2025-12-30T20:29:39.168469] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-30T20:29:39.168499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-30T20:29:39.179511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-30T20:29:39.179816] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-30T20:29:39.180628] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-30T20:29:39.180679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:39.180710] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:39.180737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:39.180793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:39.238969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:39.239786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:39.239884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:39.239927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:39.358682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:39.358848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:39.358890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:39.358919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:39.362285] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-30T20:29:39.362556] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-30T20:29:39.362697] [INFO ] [sig       ] PMO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:39.507678] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PMO.txt
[2025-12-30T20:29:39.507842] [INFO ] [sig       ] [2531/3539] Completed PMO in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:39.507881] [INFO ] [sig       ] [2532/3539] Forecasting PMTS...
[2025-12-30T20:29:39.507911] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-30T20:29:39.507942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-30T20:29:39.518623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-30T20:29:39.518983] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-30T20:29:39.519759] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-30T20:29:39.519812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:39.519843] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:39.519869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:39.519930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:39.582066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:39.582849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:39.582931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:39.582981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:39.707653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:39.707837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:39.707879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:39.707908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:39.711387] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-30T20:29:39.711696] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-30T20:29:39.711825] [INFO ] [sig       ] PMTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:39.857064] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PMTS.txt
[2025-12-30T20:29:39.857488] [INFO ] [sig       ] [2532/3539] Completed PMTS in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:39.857545] [INFO ] [sig       ] [2533/3539] Forecasting PMVP...
[2025-12-30T20:29:39.857607] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-30T20:29:39.857646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-30T20:29:39.869229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-30T20:29:39.869558] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-30T20:29:39.870425] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-30T20:29:39.870478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:39.870512] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:39.870541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:39.870616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:39.935717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:39.936643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:39.936733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:39.936766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:40.065932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:40.066098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:40.066141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:40.066170] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:40.069800] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-30T20:29:40.070089] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-30T20:29:40.070221] [INFO ] [sig       ] PMVP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:40.223937] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PMVP.txt
[2025-12-30T20:29:40.224100] [INFO ] [sig       ] [2533/3539] Completed PMVP in 0.4s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:40.224150] [INFO ] [sig       ] [2534/3539] Forecasting PNC...
[2025-12-30T20:29:40.224182] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-30T20:29:40.224215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-30T20:29:40.237556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-30T20:29:40.237920] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-30T20:29:40.238842] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-30T20:29:40.238907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:40.238946] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:40.238987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:40.239052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:40.301681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:40.302425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:40.302509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:40.302543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:40.433270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:40.433456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:40.433501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:40.433532] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:40.437218] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-30T20:29:40.437502] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-30T20:29:40.437661] [INFO ] [sig       ] PNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:40.587771] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PNC.txt
[2025-12-30T20:29:40.587911] [INFO ] [sig       ] [2534/3539] Completed PNC in 0.4s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:40.587953] [INFO ] [sig       ] [2535/3539] Forecasting PNFP...
[2025-12-30T20:29:40.587985] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-30T20:29:40.588018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-30T20:29:40.600559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-30T20:29:40.600976] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-30T20:29:40.601896] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-30T20:29:40.601957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:40.601991] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:40.602019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:40.602078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:40.664198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:40.665015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:40.665102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:40.665137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:40.790431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:40.790617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:40.790661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:40.790691] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:40.794382] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-30T20:29:40.794684] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-30T20:29:40.794820] [INFO ] [sig       ] PNFP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:40.941287] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PNFP.txt
[2025-12-30T20:29:40.941432] [INFO ] [sig       ] [2535/3539] Completed PNFP in 0.4s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:40.941472] [INFO ] [sig       ] [2536/3539] Forecasting PNI...
[2025-12-30T20:29:40.941502] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-30T20:29:40.941533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-30T20:29:40.952684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-30T20:29:40.952984] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-30T20:29:40.953795] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-30T20:29:40.953848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:40.953903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:40.953931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:40.953989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:41.013053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:41.013921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:41.014008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:41.014041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:41.126984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:41.127190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:41.127239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:41.127270] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:41.130908] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-30T20:29:41.131205] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-30T20:29:41.131331] [INFO ] [sig       ] PNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:41.270979] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PNI.txt
[2025-12-30T20:29:41.271111] [INFO ] [sig       ] [2536/3539] Completed PNI in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:41.271156] [INFO ] [sig       ] [2537/3539] Forecasting PNQI...
[2025-12-30T20:29:41.271186] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-30T20:29:41.271217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-30T20:29:41.282860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-30T20:29:41.283153] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-30T20:29:41.283991] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-30T20:29:41.284052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:41.284084] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:41.284112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:41.284169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:41.343418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:41.344137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:41.344221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:41.344254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:41.465255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:41.465410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:41.465452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:41.465483] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:41.468919] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-30T20:29:41.469203] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-30T20:29:41.469328] [INFO ] [sig       ] PNQI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:41.609147] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PNQI.txt
[2025-12-30T20:29:41.609281] [INFO ] [sig       ] [2537/3539] Completed PNQI in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:41.609321] [INFO ] [sig       ] [2538/3539] Forecasting PNRG...
[2025-12-30T20:29:41.609350] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-30T20:29:41.609387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-30T20:29:41.620724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-30T20:29:41.621020] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-30T20:29:41.621795] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-30T20:29:41.621847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:41.621877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:41.621903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:41.621959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:41.679017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:41.679899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:41.679986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:41.680018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:41.794985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:41.795144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:41.795184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:41.795211] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:41.798510] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-30T20:29:41.798808] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-30T20:29:41.798938] [INFO ] [sig       ] PNRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:41.946419] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PNRG.txt
[2025-12-30T20:29:41.946607] [INFO ] [sig       ] [2538/3539] Completed PNRG in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:41.946654] [INFO ] [sig       ] [2539/3539] Forecasting PNTG...
[2025-12-30T20:29:41.946712] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-30T20:29:41.946754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-30T20:29:41.959182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-30T20:29:41.959495] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-30T20:29:41.960289] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-30T20:29:41.960343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:41.960376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:41.960403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:41.960461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:42.020536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:42.021218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:42.021301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:42.021335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:42.140180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:42.140337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:42.140379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:42.140443] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:42.143874] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-12-30T20:29:42.144154] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-30T20:29:42.144281] [INFO ] [sig       ] PNTG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:42.292825] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PNTG.txt
[2025-12-30T20:29:42.292969] [INFO ] [sig       ] [2539/3539] Completed PNTG in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:42.293008] [INFO ] [sig       ] [2540/3539] Forecasting PODD...
[2025-12-30T20:29:42.293037] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-30T20:29:42.293067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-30T20:29:42.304028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-30T20:29:42.304321] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-30T20:29:42.305098] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-30T20:29:42.305150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:42.305182] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:42.305208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:42.305265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:42.362966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:42.363610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:42.363692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:42.363724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:42.489151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:42.489321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:42.489388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:42.489435] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:42.493631] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-30T20:29:42.494021] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-30T20:29:42.494337] [INFO ] [sig       ] PODD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:42.657273] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PODD.txt
[2025-12-30T20:29:42.657441] [INFO ] [sig       ] [2540/3539] Completed PODD in 0.4s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:42.657481] [INFO ] [sig       ] [2541/3539] Forecasting POOL...
[2025-12-30T20:29:42.657509] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-30T20:29:42.657540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-30T20:29:42.669874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-30T20:29:42.670296] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-30T20:29:42.671166] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-30T20:29:42.671234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:42.671275] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:42.671308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:42.671386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:42.732765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:42.733687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:42.733777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:42.733810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:42.856433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:42.856613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:42.856656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:42.856684] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:42.859993] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-30T20:29:42.860262] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-30T20:29:42.860381] [INFO ] [sig       ] POOL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:43.002844] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/POOL.txt
[2025-12-30T20:29:43.002978] [INFO ] [sig       ] [2541/3539] Completed POOL in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-30T20:29:43.003017] [INFO ] [sig       ] [2542/3539] Forecasting POWI...
[2025-12-30T20:29:43.003047] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-30T20:29:43.003077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-30T20:29:43.014710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-30T20:29:43.015017] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-30T20:29:43.015811] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-30T20:29:43.015866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:43.015919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:43.015968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:43.016035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:43.074847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:43.075481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:43.075567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:43.075620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:43.197460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:43.197639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:43.197682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:43.197710] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:43.201152] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-30T20:29:43.201434] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-30T20:29:43.201561] [INFO ] [sig       ] POWI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:43.344464] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/POWI.txt
[2025-12-30T20:29:43.344618] [INFO ] [sig       ] [2542/3539] Completed POWI in 0.3s | 2.89 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-30T20:29:43.344660] [INFO ] [sig       ] [2543/3539] Forecasting POWL...
[2025-12-30T20:29:43.344690] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-30T20:29:43.344720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-30T20:29:43.356212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-30T20:29:43.356524] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-30T20:29:43.357295] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-30T20:29:43.357356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:43.357388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:43.357415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:43.357473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:43.416261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:43.417172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:43.417264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:43.417298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:43.542801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:43.542963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:43.543006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:43.543034] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:43.546423] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-30T20:29:43.546760] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-30T20:29:43.546900] [INFO ] [sig       ] POWL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:43.684781] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/POWL.txt
[2025-12-30T20:29:43.684925] [INFO ] [sig       ] [2543/3539] Completed POWL in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:43.684965] [INFO ] [sig       ] [2544/3539] Forecasting PPC...
[2025-12-30T20:29:43.684995] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-30T20:29:43.685028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-30T20:29:43.696187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-30T20:29:43.696512] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-30T20:29:43.697318] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-30T20:29:43.697372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:43.697406] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:43.697435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:43.697495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:43.757191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:43.758043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:43.758134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:43.758167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:43.877764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:43.877912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:43.877952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:43.877981] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:43.881262] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-30T20:29:43.881530] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-30T20:29:43.881675] [INFO ] [sig       ] PPC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:44.021159] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PPC.txt
[2025-12-30T20:29:44.021290] [INFO ] [sig       ] [2544/3539] Completed PPC in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:44.021329] [INFO ] [sig       ] [2545/3539] Forecasting PPG...
[2025-12-30T20:29:44.021359] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-30T20:29:44.021389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-30T20:29:44.032553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-30T20:29:44.032903] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-30T20:29:44.033749] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-30T20:29:44.033804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:44.033837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:44.033867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:44.033926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:44.091996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:44.092661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:44.092746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:44.092780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:44.213801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:44.213948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:44.213988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:44.214016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:44.217690] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-30T20:29:44.217955] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-30T20:29:44.218077] [INFO ] [sig       ] PPG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:44.360212] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PPG.txt
[2025-12-30T20:29:44.360348] [INFO ] [sig       ] [2545/3539] Completed PPG in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:44.360389] [INFO ] [sig       ] [2546/3539] Forecasting PPH...
[2025-12-30T20:29:44.360421] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-30T20:29:44.360453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-30T20:29:44.371605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-30T20:29:44.371930] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-30T20:29:44.372754] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-30T20:29:44.372810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:44.372844] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:44.372873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:44.372934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:44.431228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:44.431925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:44.432036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:44.432072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:44.548597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:44.548755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:44.548797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:44.548825] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:44.552143] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=66.65%)
[2025-12-30T20:29:44.552408] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-30T20:29:44.552530] [INFO ] [sig       ] PPH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:44.693804] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PPH.txt
[2025-12-30T20:29:44.693930] [INFO ] [sig       ] [2546/3539] Completed PPH in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:44.693969] [INFO ] [sig       ] [2547/3539] Forecasting PPIH...
[2025-12-30T20:29:44.693999] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-30T20:29:44.694029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-30T20:29:44.704937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-30T20:29:44.705211] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-30T20:29:44.705974] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-30T20:29:44.706035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:44.706067] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:44.706093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:44.706150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:44.764272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:44.764944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:44.765027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:44.765061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:44.892043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:44.892186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:44.892240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:44.892277] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:44.895758] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-12-30T20:29:44.896037] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-30T20:29:44.896164] [INFO ] [sig       ] PPIH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:45.044293] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PPIH.txt
[2025-12-30T20:29:45.044413] [INFO ] [sig       ] [2547/3539] Completed PPIH in 0.4s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:45.044453] [INFO ] [sig       ] [2548/3539] Forecasting PPL...
[2025-12-30T20:29:45.044485] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-30T20:29:45.044518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-30T20:29:45.056103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-30T20:29:45.056440] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-30T20:29:45.057266] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-30T20:29:45.057322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:45.057355] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:45.057383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:45.057443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:45.117953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:45.118853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:45.118940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:45.118974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:45.238420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:45.238589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:45.238634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:45.238664] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:45.242111] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-30T20:29:45.242384] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-30T20:29:45.242511] [INFO ] [sig       ] PPL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:45.387175] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PPL.txt
[2025-12-30T20:29:45.387306] [INFO ] [sig       ] [2548/3539] Completed PPL in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:45.387344] [INFO ] [sig       ] [2549/3539] Forecasting PPSI...
[2025-12-30T20:29:45.387374] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-30T20:29:45.387403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-30T20:29:45.398341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-30T20:29:45.398641] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-30T20:29:45.399418] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-30T20:29:45.399469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:45.399501] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:45.399528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:45.399606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:45.456491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:45.457169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:45.457251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:45.457285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:45.575058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:45.575181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:45.575221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:45.575250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:45.578545] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-30T20:29:45.578857] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-30T20:29:45.578986] [INFO ] [sig       ] PPSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:45.721810] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PPSI.txt
[2025-12-30T20:29:45.721976] [INFO ] [sig       ] [2549/3539] Completed PPSI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:45.722019] [INFO ] [sig       ] [2550/3539] Forecasting PPTA...
[2025-12-30T20:29:45.722049] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-30T20:29:45.722079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-30T20:29:45.734758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-30T20:29:45.735143] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-30T20:29:45.735990] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-30T20:29:45.736044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:45.736077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:45.736104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:45.736162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:45.795122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:45.795884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:45.795968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:45.796002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:45.918104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:45.918258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:45.918301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:45.918331] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:45.921918] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=38.56%)
[2025-12-30T20:29:45.922192] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-30T20:29:45.922314] [INFO ] [sig       ] PPTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:46.070958] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PPTA.txt
[2025-12-30T20:29:46.071104] [INFO ] [sig       ] [2550/3539] Completed PPTA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:46.071152] [INFO ] [sig       ] [2551/3539] Forecasting PRA...
[2025-12-30T20:29:46.071185] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-30T20:29:46.071216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-30T20:29:46.082796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-30T20:29:46.083122] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-30T20:29:46.083913] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-30T20:29:46.083966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:46.083998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:46.084026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:46.084102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:46.145123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:46.145809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:46.145889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:46.145921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:46.264861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:46.265021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:46.265067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:46.265096] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:46.268537] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-30T20:29:46.268846] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-30T20:29:46.268976] [INFO ] [sig       ] PRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:46.411885] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRA.txt
[2025-12-30T20:29:46.412009] [INFO ] [sig       ] [2551/3539] Completed PRA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:46.412047] [INFO ] [sig       ] [2552/3539] Forecasting PRAA...
[2025-12-30T20:29:46.412076] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-30T20:29:46.412107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-30T20:29:46.423363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-30T20:29:46.423687] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-30T20:29:46.424433] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-30T20:29:46.424484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:46.424516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:46.424543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:46.424623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:46.481007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:46.481620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:46.481703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:46.481735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:46.596262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:46.596396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:46.596436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:46.596465] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:46.599778] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-30T20:29:46.600049] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-30T20:29:46.600186] [INFO ] [sig       ] PRAA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:46.739687] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRAA.txt
[2025-12-30T20:29:46.739837] [INFO ] [sig       ] [2552/3539] Completed PRAA in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:46.739875] [INFO ] [sig       ] [2553/3539] Forecasting PRAX...
[2025-12-30T20:29:46.739907] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-30T20:29:46.739937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-30T20:29:46.751607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-30T20:29:46.751902] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-30T20:29:46.752666] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-30T20:29:46.752717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:46.752773] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:46.752801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:46.752858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:46.809823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:46.810493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:46.810589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:46.810624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:46.931429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:46.931600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:46.931644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:46.931672] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:46.934950] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=66.15%)
[2025-12-30T20:29:46.935214] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-30T20:29:46.935335] [INFO ] [sig       ] PRAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:47.074610] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRAX.txt
[2025-12-30T20:29:47.074734] [INFO ] [sig       ] [2553/3539] Completed PRAX in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:47.074773] [INFO ] [sig       ] [2554/3539] Forecasting PRCH...
[2025-12-30T20:29:47.074802] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-30T20:29:47.074833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-30T20:29:47.086271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-30T20:29:47.086597] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-30T20:29:47.087352] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-30T20:29:47.087404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:47.087435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:47.087462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:47.087523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:47.143889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:47.144488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:47.144566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:47.144617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:47.267399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:47.267561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:47.267649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:47.267682] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:47.271140] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-30T20:29:47.271413] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-30T20:29:47.271538] [INFO ] [sig       ] PRCH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:47.416210] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRCH.txt
[2025-12-30T20:29:47.416360] [INFO ] [sig       ] [2554/3539] Completed PRCH in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:47.416409] [INFO ] [sig       ] [2555/3539] Forecasting PRDO...
[2025-12-30T20:29:47.416440] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-30T20:29:47.416470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-30T20:29:47.428085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-30T20:29:47.428388] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-30T20:29:47.429259] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-30T20:29:47.429320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:47.429353] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:47.429381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:47.429460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:47.489323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:47.490003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:47.490098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:47.490139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:47.611628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:47.611765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:47.611816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:47.611847] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:47.615250] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-30T20:29:47.615521] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-30T20:29:47.615663] [INFO ] [sig       ] PRDO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:47.756817] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRDO.txt
[2025-12-30T20:29:47.756953] [INFO ] [sig       ] [2555/3539] Completed PRDO in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:47.756993] [INFO ] [sig       ] [2556/3539] Forecasting PRFZ...
[2025-12-30T20:29:47.757022] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-30T20:29:47.757054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-30T20:29:47.768466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-30T20:29:47.768808] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-30T20:29:47.769593] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-30T20:29:47.769646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:47.769677] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:47.769703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:47.769760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:47.826453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:47.827090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:47.827173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:47.827220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:47.948875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:47.949023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:47.949064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:47.949123] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:47.952736] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-30T20:29:47.953009] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-30T20:29:47.953141] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:48.094626] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRFZ.txt
[2025-12-30T20:29:48.094786] [INFO ] [sig       ] [2556/3539] Completed PRFZ in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:48.094827] [INFO ] [sig       ] [2557/3539] Forecasting PRG...
[2025-12-30T20:29:48.094857] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-30T20:29:48.094888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-30T20:29:48.106597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-30T20:29:48.106963] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-30T20:29:48.107744] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-30T20:29:48.107797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:48.107829] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:48.107856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:48.107912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:48.167017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:48.167844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:48.167931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:48.167964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:48.284257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:48.284395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:48.284435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:48.284462] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:48.287715] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-30T20:29:48.287979] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-30T20:29:48.288101] [INFO ] [sig       ] PRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:48.428234] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRG.txt
[2025-12-30T20:29:48.428351] [INFO ] [sig       ] [2557/3539] Completed PRG in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:48.428388] [INFO ] [sig       ] [2558/3539] Forecasting PRGO...
[2025-12-30T20:29:48.428417] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-30T20:29:48.428447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-30T20:29:48.439827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-30T20:29:48.440106] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-30T20:29:48.440913] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-30T20:29:48.440966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:48.441009] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:48.441042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:48.441114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:48.502789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:48.503627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:48.503716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:48.503767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:48.620389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:48.620536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:48.620623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:48.620652] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:48.623874] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-30T20:29:48.624142] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-30T20:29:48.624261] [INFO ] [sig       ] PRGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:48.764298] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRGO.txt
[2025-12-30T20:29:48.764416] [INFO ] [sig       ] [2558/3539] Completed PRGO in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-30T20:29:48.764462] [INFO ] [sig       ] [2559/3539] Forecasting PRH...
[2025-12-30T20:29:48.764502] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-30T20:29:48.764533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-30T20:29:48.776081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-30T20:29:48.776354] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-30T20:29:48.777148] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-30T20:29:48.777201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:48.777232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:48.777258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:48.777314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:48.834046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:48.834672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:48.834750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:48.834781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:48.954897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:48.955047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:48.955087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:48.955116] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:48.958395] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-30T20:29:48.958679] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-30T20:29:48.958828] [INFO ] [sig       ] PRH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:49.100797] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRH.txt
[2025-12-30T20:29:49.100924] [INFO ] [sig       ] [2559/3539] Completed PRH in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-30T20:29:49.100963] [INFO ] [sig       ] [2560/3539] Forecasting PRI...
[2025-12-30T20:29:49.100992] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-30T20:29:49.101021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-30T20:29:49.113405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-30T20:29:49.113834] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-30T20:29:49.114626] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-30T20:29:49.114679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:49.114710] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:49.114737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:49.114792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:49.177047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:49.177924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:49.178010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:49.178043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:49.293548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:49.293713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:49.293753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:49.293781] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:49.297197] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-12-30T20:29:49.297464] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-30T20:29:49.297601] [INFO ] [sig       ] PRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:49.444195] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRI.txt
[2025-12-30T20:29:49.444324] [INFO ] [sig       ] [2560/3539] Completed PRI in 0.3s | 2.89 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-30T20:29:49.444362] [INFO ] [sig       ] [2561/3539] Forecasting PRIM...
[2025-12-30T20:29:49.444392] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-30T20:29:49.444421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-30T20:29:49.455982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-30T20:29:49.456267] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-30T20:29:49.457032] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-30T20:29:49.457085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:49.457119] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:49.457153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:49.457210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:49.514810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:49.515411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:49.515490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:49.515521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:49.638409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:49.638559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:49.638618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:49.638648] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:49.642063] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-30T20:29:49.642337] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-30T20:29:49.642457] [INFO ] [sig       ] PRIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:49.792160] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRIM.txt
[2025-12-30T20:29:49.792277] [INFO ] [sig       ] [2561/3539] Completed PRIM in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:49.792316] [INFO ] [sig       ] [2562/3539] Forecasting PRLB...
[2025-12-30T20:29:49.792351] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-30T20:29:49.792381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-30T20:29:49.803849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-30T20:29:49.804173] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-30T20:29:49.804942] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-30T20:29:49.804995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:49.805025] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:49.805051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:49.805109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:49.864886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:49.865515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:49.865623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:49.865659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:49.988230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:49.988380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:49.988419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:49.988446] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:49.991920] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-30T20:29:49.992194] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-30T20:29:49.992318] [INFO ] [sig       ] PRLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:50.139381] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRLB.txt
[2025-12-30T20:29:50.139521] [INFO ] [sig       ] [2562/3539] Completed PRLB in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:50.139561] [INFO ] [sig       ] [2563/3539] Forecasting PRM...
[2025-12-30T20:29:50.139610] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-30T20:29:50.139641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-30T20:29:50.152541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-30T20:29:50.153026] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-30T20:29:50.154045] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-30T20:29:50.154110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:50.154149] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:50.154184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:50.154264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:50.224520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:50.225416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:50.225542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:50.225617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:50.347177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:50.347328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:50.347368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:50.347396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:50.350720] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-12-30T20:29:50.350992] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-30T20:29:50.351115] [INFO ] [sig       ] PRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:50.490140] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRM.txt
[2025-12-30T20:29:50.490266] [INFO ] [sig       ] [2563/3539] Completed PRM in 0.4s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:50.490305] [INFO ] [sig       ] [2564/3539] Forecasting PRME...
[2025-12-30T20:29:50.490337] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-30T20:29:50.490367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-30T20:29:50.501850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-30T20:29:50.502153] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-30T20:29:50.502954] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-30T20:29:50.503008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:50.503040] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:50.503068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:50.503132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:50.559878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:50.560492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:50.560586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:50.560622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:50.675551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:50.675709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:50.675749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:50.675778] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:50.679059] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-30T20:29:50.679327] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-30T20:29:50.679450] [INFO ] [sig       ] PRME: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:50.818334] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRME.txt
[2025-12-30T20:29:50.818454] [INFO ] [sig       ] [2564/3539] Completed PRME in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:50.818493] [INFO ] [sig       ] [2565/3539] Forecasting PRN...
[2025-12-30T20:29:50.818522] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-30T20:29:50.818552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-30T20:29:50.829822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-30T20:29:50.830112] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-30T20:29:50.830959] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-30T20:29:50.831013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:50.831045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:50.831072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:50.831131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:50.888945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:50.889551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:50.889648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:50.889681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:51.003353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:51.003501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:51.003540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:51.003603] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:51.006858] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-30T20:29:51.007123] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-30T20:29:51.007242] [INFO ] [sig       ] PRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:51.147003] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRN.txt
[2025-12-30T20:29:51.147125] [INFO ] [sig       ] [2565/3539] Completed PRN in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:51.147166] [INFO ] [sig       ] [2566/3539] Forecasting PROF...
[2025-12-30T20:29:51.147198] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-30T20:29:51.147228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-30T20:29:51.158042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-30T20:29:51.158321] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-30T20:29:51.159106] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-30T20:29:51.159169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:51.159201] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:51.159227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:51.159284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:51.216351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:51.217208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:51.217291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:51.217323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:51.340277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:51.340432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:51.340472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:51.340500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:51.343790] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-30T20:29:51.344055] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-30T20:29:51.344178] [INFO ] [sig       ] PROF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:51.491958] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PROF.txt
[2025-12-30T20:29:51.492114] [INFO ] [sig       ] [2566/3539] Completed PROF in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:51.492153] [INFO ] [sig       ] [2567/3539] Forecasting PROK...
[2025-12-30T20:29:51.492182] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-30T20:29:51.492212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-30T20:29:51.503724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-30T20:29:51.504000] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-30T20:29:51.504752] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-30T20:29:51.504803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:51.504834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:51.504860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:51.504917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:51.562685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:51.563529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:51.563636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:51.563686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:51.682111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:51.682267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:51.682308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:51.682336] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:51.685802] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-30T20:29:51.686080] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-30T20:29:51.686206] [INFO ] [sig       ] PROK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:51.835324] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PROK.txt
[2025-12-30T20:29:51.835441] [INFO ] [sig       ] [2567/3539] Completed PROK in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:51.835479] [INFO ] [sig       ] [2568/3539] Forecasting PRTA...
[2025-12-30T20:29:51.835509] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-30T20:29:51.835539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-30T20:29:51.846962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-30T20:29:51.847237] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-30T20:29:51.848006] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-30T20:29:51.848057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:51.848088] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:51.848114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:51.848174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:51.905909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:51.906525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:51.906620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:51.906654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:52.021181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:52.021323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:52.021362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:52.021389] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:52.024676] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-12-30T20:29:52.024942] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-30T20:29:52.025062] [INFO ] [sig       ] PRTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:52.173885] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRTA.txt
[2025-12-30T20:29:52.174010] [INFO ] [sig       ] [2568/3539] Completed PRTA in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:52.174048] [INFO ] [sig       ] [2569/3539] Forecasting PRTH...
[2025-12-30T20:29:52.174076] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-30T20:29:52.174107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-30T20:29:52.185182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-30T20:29:52.185487] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-30T20:29:52.186261] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-30T20:29:52.186314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:52.186346] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:52.186384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:52.186442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:52.243387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:52.244117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:52.244203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:52.244238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:52.363438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:52.363620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:52.363668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:52.363709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:52.367073] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-12-30T20:29:52.367361] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-30T20:29:52.367487] [INFO ] [sig       ] PRTH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:52.516987] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PRTH.txt
[2025-12-30T20:29:52.517111] [INFO ] [sig       ] [2569/3539] Completed PRTH in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:52.517148] [INFO ] [sig       ] [2570/3539] Forecasting PRVA...
[2025-12-30T20:29:52.517177] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-30T20:29:52.517206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-30T20:29:52.528269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-30T20:29:52.528551] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-30T20:29:52.529337] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-30T20:29:52.529388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:52.529468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:52.529497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:52.529554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:52.586429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:52.587052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:52.587142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:52.587175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:52.705037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:52.705182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:52.705223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:52.705250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:52.708497] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-30T20:29:52.708799] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-30T20:29:52.708922] [INFO ] [sig       ] PRVA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:52.849278] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PRVA.txt
[2025-12-30T20:29:52.849391] [INFO ] [sig       ] [2570/3539] Completed PRVA in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:52.849430] [INFO ] [sig       ] [2571/3539] Forecasting PSC...
[2025-12-30T20:29:52.849461] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-30T20:29:52.849492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-30T20:29:52.860662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-30T20:29:52.860947] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-30T20:29:52.861725] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-30T20:29:52.861777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:52.861808] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:52.861834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:52.861891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:52.918822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:52.919457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:52.919535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:52.919567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:53.036284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:53.036427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:53.036467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:53.036495] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:53.039775] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-30T20:29:53.040039] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-30T20:29:53.040156] [INFO ] [sig       ] PSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:53.182775] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PSC.txt
[2025-12-30T20:29:53.182899] [INFO ] [sig       ] [2571/3539] Completed PSC in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:53.182937] [INFO ] [sig       ] [2572/3539] Forecasting PSCE...
[2025-12-30T20:29:53.182965] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-30T20:29:53.182996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-30T20:29:53.194377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-30T20:29:53.194668] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-30T20:29:53.195412] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-30T20:29:53.195463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:53.195495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:53.195521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:53.195602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:53.255158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:53.255850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:53.255942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:53.255976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:53.361210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:53.361373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:53.361414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:53.361441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:53.364846] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-30T20:29:53.365118] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-30T20:29:53.365247] [INFO ] [sig       ] PSCE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:53.512507] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSCE.txt
[2025-12-30T20:29:53.512649] [INFO ] [sig       ] [2572/3539] Completed PSCE in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:53.512688] [INFO ] [sig       ] [2573/3539] Forecasting PSCH...
[2025-12-30T20:29:53.512716] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-30T20:29:53.512759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-30T20:29:53.523844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-30T20:29:53.524098] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-30T20:29:53.524874] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-30T20:29:53.524928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:53.524959] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:53.524988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:53.525047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:53.581277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:53.581923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:53.582002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:53.582034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:53.690651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:53.690783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:53.690821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:53.690877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:53.694109] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-30T20:29:53.694371] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-30T20:29:53.694489] [INFO ] [sig       ] PSCH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:53.834069] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PSCH.txt
[2025-12-30T20:29:53.834182] [INFO ] [sig       ] [2573/3539] Completed PSCH in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:53.834220] [INFO ] [sig       ] [2574/3539] Forecasting PSEC...
[2025-12-30T20:29:53.834248] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-30T20:29:53.834279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-30T20:29:53.845244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-30T20:29:53.845516] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-30T20:29:53.846273] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-30T20:29:53.846326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:53.846357] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:53.846384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:53.846442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:53.903486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:53.904099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:53.904180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:53.904219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:54.023723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:54.023863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:54.023901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:54.023928] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:54.027201] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-30T20:29:54.027470] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-30T20:29:54.027605] [INFO ] [sig       ] PSEC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:54.170596] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSEC.txt
[2025-12-30T20:29:54.170727] [INFO ] [sig       ] [2574/3539] Completed PSEC in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:54.170774] [INFO ] [sig       ] [2575/3539] Forecasting PSF...
[2025-12-30T20:29:54.170805] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-30T20:29:54.170836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-30T20:29:54.182961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-30T20:29:54.183235] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-30T20:29:54.183997] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-30T20:29:54.184049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:54.184079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:54.184106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:54.184164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:54.242753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:54.243370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:54.243461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:54.243495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:54.359757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:54.359923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:54.359967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:54.359996] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:54.363352] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-30T20:29:54.363669] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-30T20:29:54.363800] [INFO ] [sig       ] PSF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:54.505874] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSF.txt
[2025-12-30T20:29:54.506031] [INFO ] [sig       ] [2575/3539] Completed PSF in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-30T20:29:54.506071] [INFO ] [sig       ] [2576/3539] Forecasting PSFE...
[2025-12-30T20:29:54.506101] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-30T20:29:54.506135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-30T20:29:54.518292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-30T20:29:54.518652] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-30T20:29:54.519442] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-30T20:29:54.519496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:54.519528] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:54.519555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:54.519632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:54.581148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:54.582001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:54.582086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:54.582120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:54.706213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:54.706374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:54.706418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:54.706449] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:54.710695] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-30T20:29:54.710997] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-30T20:29:54.711126] [INFO ] [sig       ] PSFE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:54.860492] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSFE.txt
[2025-12-30T20:29:54.860672] [INFO ] [sig       ] [2576/3539] Completed PSFE in 0.4s | 2.89 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-30T20:29:54.860724] [INFO ] [sig       ] [2577/3539] Forecasting PSHG...
[2025-12-30T20:29:54.860756] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-30T20:29:54.860786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-30T20:29:54.872068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-30T20:29:54.872369] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-30T20:29:54.873152] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-30T20:29:54.873204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:54.873235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:54.873261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:54.873316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:54.930401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:54.931076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:54.931195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:54.931230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:55.047788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:55.047945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:55.047987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:55.048017] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:55.051497] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-30T20:29:55.051790] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-30T20:29:55.051918] [INFO ] [sig       ] PSHG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:55.191081] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSHG.txt
[2025-12-30T20:29:55.191214] [INFO ] [sig       ] [2577/3539] Completed PSHG in 0.3s | 2.89 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-30T20:29:55.191253] [INFO ] [sig       ] [2578/3539] Forecasting PSN...
[2025-12-30T20:29:55.191282] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-30T20:29:55.191323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-30T20:29:55.203673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-30T20:29:55.204005] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-30T20:29:55.204807] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-30T20:29:55.204862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:55.204893] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:55.204921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:55.204980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:55.264392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:55.265105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:55.265188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:55.265221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:55.391345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:55.391506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:55.391549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:55.391599] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:55.395012] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-30T20:29:55.395306] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-30T20:29:55.395437] [INFO ] [sig       ] PSN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:55.558133] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSN.txt
[2025-12-30T20:29:55.558297] [INFO ] [sig       ] [2578/3539] Completed PSN in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:55.558338] [INFO ] [sig       ] [2579/3539] Forecasting PSNL...
[2025-12-30T20:29:55.558367] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-30T20:29:55.558397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-30T20:29:55.570676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-30T20:29:55.571056] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-30T20:29:55.571927] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-30T20:29:55.571983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:55.572015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:55.572042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:55.572098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:55.631724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:55.632631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:55.632728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:55.632762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:55.758849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:55.759019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:55.759062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:55.759090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:55.762911] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-30T20:29:55.763251] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-30T20:29:55.763422] [INFO ] [sig       ] PSNL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:55.951131] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSNL.txt
[2025-12-30T20:29:55.951362] [INFO ] [sig       ] [2579/3539] Completed PSNL in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:55.951426] [INFO ] [sig       ] [2580/3539] Forecasting PSO...
[2025-12-30T20:29:55.951469] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-30T20:29:55.951518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-30T20:29:55.968313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-30T20:29:55.968894] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-30T20:29:55.970096] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-30T20:29:55.970168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:55.970222] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:55.970273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:55.970366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:56.059141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:56.060402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:56.060570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:56.060653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:56.198782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:56.198959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:56.199023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:56.199066] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:56.203085] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2025-12-30T20:29:56.203422] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-30T20:29:56.203567] [INFO ] [sig       ] PSO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:56.393540] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSO.txt
[2025-12-30T20:29:56.393760] [INFO ] [sig       ] [2580/3539] Completed PSO in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:56.393820] [INFO ] [sig       ] [2581/3539] Forecasting PSQH...
[2025-12-30T20:29:56.393874] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-30T20:29:56.393910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-30T20:29:56.406952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-30T20:29:56.407363] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-30T20:29:56.408336] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-30T20:29:56.408391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:56.408434] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:56.408463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:56.408523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:56.471159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:56.472059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:56.472169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:56.472216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:56.601856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:56.602017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:56.602060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:56.602089] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:56.606785] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-30T20:29:56.607167] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-30T20:29:56.607349] [INFO ] [sig       ] PSQH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:56.784227] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSQH.txt
[2025-12-30T20:29:56.784388] [INFO ] [sig       ] [2581/3539] Completed PSQH in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:56.784428] [INFO ] [sig       ] [2582/3539] Forecasting PSTG...
[2025-12-30T20:29:56.784457] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-30T20:29:56.784698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-30T20:29:56.797085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-30T20:29:56.797460] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-30T20:29:56.798281] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-30T20:29:56.798349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:56.798381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:56.798408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:56.798466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:56.858235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:56.859374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:56.859484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:56.859527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:56.998656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:56.998836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:56.998880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:56.998910] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:57.002442] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-30T20:29:57.002740] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-30T20:29:57.002869] [INFO ] [sig       ] PSTG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:57.182487] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PSTG.txt
[2025-12-30T20:29:57.182665] [INFO ] [sig       ] [2582/3539] Completed PSTG in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:57.182707] [INFO ] [sig       ] [2583/3539] Forecasting PSTL...
[2025-12-30T20:29:57.182737] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-30T20:29:57.182769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-30T20:29:57.195008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-30T20:29:57.195373] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-30T20:29:57.196214] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-30T20:29:57.196268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:57.196301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:57.196328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:57.196386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:57.256307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:57.257181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:57.257278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:57.257318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:57.375808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:57.375963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:57.376005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:57.376034] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:57.379676] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-30T20:29:57.379959] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-30T20:29:57.380087] [INFO ] [sig       ] PSTL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:57.522743] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PSTL.txt
[2025-12-30T20:29:57.522936] [INFO ] [sig       ] [2583/3539] Completed PSTL in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:57.523000] [INFO ] [sig       ] [2584/3539] Forecasting PSX...
[2025-12-30T20:29:57.523035] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-30T20:29:57.523068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-30T20:29:57.534789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-30T20:29:57.535145] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-30T20:29:57.536048] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-30T20:29:57.536107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:57.536151] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:57.536185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:57.536244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:57.597305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:57.598192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:57.598276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:57.598310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:57.722641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:57.722799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:57.722841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:57.722870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:57.726288] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-30T20:29:57.726588] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-30T20:29:57.726718] [INFO ] [sig       ] PSX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:57.866664] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PSX.txt
[2025-12-30T20:29:57.866812] [INFO ] [sig       ] [2584/3539] Completed PSX in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:57.866850] [INFO ] [sig       ] [2585/3539] Forecasting PTA...
[2025-12-30T20:29:57.866879] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-30T20:29:57.866910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-30T20:29:57.879405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-30T20:29:57.879757] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-30T20:29:57.880612] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-30T20:29:57.880667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:57.880699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:57.880726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:57.880785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:57.941201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:57.942050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:57.942134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:57.942167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:58.060295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:58.060457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:58.060498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:58.060527] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:58.064031] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-30T20:29:58.064310] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-30T20:29:58.064436] [INFO ] [sig       ] PTA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:58.208308] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTA.txt
[2025-12-30T20:29:58.208467] [INFO ] [sig       ] [2585/3539] Completed PTA in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:58.208514] [INFO ] [sig       ] [2586/3539] Forecasting PTC...
[2025-12-30T20:29:58.208544] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-30T20:29:58.208594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-30T20:29:58.220383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-30T20:29:58.220788] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-30T20:29:58.221647] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-30T20:29:58.221704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:58.221737] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:58.221765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:58.221822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:58.282612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:58.283491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:58.283603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:58.283639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:58.414779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:58.414939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:58.414981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:58.415010] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:58.418364] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-30T20:29:58.418876] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-30T20:29:58.418999] [INFO ] [sig       ] PTC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:58.561679] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTC.txt
[2025-12-30T20:29:58.561835] [INFO ] [sig       ] [2586/3539] Completed PTC in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:58.561876] [INFO ] [sig       ] [2587/3539] Forecasting PTEN...
[2025-12-30T20:29:58.561906] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-30T20:29:58.561938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-30T20:29:58.574156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-30T20:29:58.574527] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-30T20:29:58.575407] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-30T20:29:58.575470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:58.575556] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:58.575644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:58.575730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:58.634216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:58.635112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:58.635201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:58.635234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:58.757631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:58.757790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:58.757834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:58.757864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:58.761650] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-30T20:29:58.761952] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-30T20:29:58.762083] [INFO ] [sig       ] PTEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:58.918163] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTEN.txt
[2025-12-30T20:29:58.918319] [INFO ] [sig       ] [2587/3539] Completed PTEN in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:58.918369] [INFO ] [sig       ] [2588/3539] Forecasting PTF...
[2025-12-30T20:29:58.918405] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-30T20:29:58.918446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-30T20:29:58.930797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-30T20:29:58.931232] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-30T20:29:58.932098] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-30T20:29:58.932153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:58.932186] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:58.932214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:58.932274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:58.991039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:58.991924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:58.992012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:58.992046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:59.115500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:59.115673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:59.115718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:59.115749] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:59.119202] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-30T20:29:59.119520] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-30T20:29:59.119665] [INFO ] [sig       ] PTF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:29:59.264179] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PTF.txt
[2025-12-30T20:29:59.264349] [INFO ] [sig       ] [2588/3539] Completed PTF in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:59.264397] [INFO ] [sig       ] [2589/3539] Forecasting PTGX...
[2025-12-30T20:29:59.264428] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-30T20:29:59.264459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-30T20:29:59.275411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-30T20:29:59.275723] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-30T20:29:59.276468] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-30T20:29:59.276520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:59.276551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:59.276597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:59.276656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:59.335133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:59.335946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:59.336031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:59.336065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:59.455755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:59.455911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:59.455971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:59.456001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:59.459462] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-30T20:29:59.459755] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-30T20:29:59.459886] [INFO ] [sig       ] PTGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:59.606140] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTGX.txt
[2025-12-30T20:29:59.606284] [INFO ] [sig       ] [2589/3539] Completed PTGX in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:59.606324] [INFO ] [sig       ] [2590/3539] Forecasting PTH...
[2025-12-30T20:29:59.606353] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-30T20:29:59.606385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-30T20:29:59.617876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-30T20:29:59.618197] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-30T20:29:59.618995] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-30T20:29:59.619049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:59.619080] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:59.619109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:59.619166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:59.676834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:59.677737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:29:59.677827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:29:59.677860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:29:59.784408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:29:59.784585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:29:59.784628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:29:59.784693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:29:59.788108] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-30T20:29:59.788388] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-30T20:29:59.788514] [INFO ] [sig       ] PTH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:29:59.928874] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTH.txt
[2025-12-30T20:29:59.929016] [INFO ] [sig       ] [2590/3539] Completed PTH in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:29:59.929055] [INFO ] [sig       ] [2591/3539] Forecasting PTIX...
[2025-12-30T20:29:59.929083] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-30T20:29:59.929114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-30T20:29:59.940275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-30T20:29:59.940597] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-30T20:29:59.941390] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-30T20:29:59.941445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:29:59.941478] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:29:59.941506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:29:59.941566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:29:59.999204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:29:59.999993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:00.000080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:00.000113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:00.125355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:00.125508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:00.125550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:00.125599] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:00.129050] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-30T20:30:00.129346] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-30T20:30:00.129475] [INFO ] [sig       ] PTIX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:00.272713] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTIX.txt
[2025-12-30T20:30:00.272878] [INFO ] [sig       ] [2591/3539] Completed PTIX in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:30:00.272920] [INFO ] [sig       ] [2592/3539] Forecasting PTLO...
[2025-12-30T20:30:00.272948] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-30T20:30:00.272979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-30T20:30:00.285904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-30T20:30:00.286207] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-30T20:30:00.286999] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-30T20:30:00.287052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:00.287085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:00.287113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:00.287174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:00.346114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:00.347083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:00.347168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:00.347202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:00.471458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:00.471637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:00.471682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:00.471712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:00.475137] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-30T20:30:00.475421] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-30T20:30:00.475546] [INFO ] [sig       ] PTLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:00.622398] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PTLO.txt
[2025-12-30T20:30:00.622548] [INFO ] [sig       ] [2592/3539] Completed PTLO in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:30:00.622610] [INFO ] [sig       ] [2593/3539] Forecasting PTNQ...
[2025-12-30T20:30:00.622642] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-30T20:30:00.622676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-30T20:30:00.638278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-30T20:30:00.638881] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-30T20:30:00.639740] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-30T20:30:00.639794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:00.639838] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:00.639867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:00.639926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:00.702274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:00.703107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:00.703193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:00.703227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:00.821319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:00.821487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:00.821527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:00.821556] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:00.825062] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-30T20:30:00.825380] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-30T20:30:00.825513] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:00.970554] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PTNQ.txt
[2025-12-30T20:30:00.970718] [INFO ] [sig       ] [2593/3539] Completed PTNQ in 0.3s | 2.89 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-30T20:30:00.970758] [INFO ] [sig       ] [2594/3539] Forecasting PTON...
[2025-12-30T20:30:00.970787] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-30T20:30:00.970817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-30T20:30:00.989297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-30T20:30:00.989967] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-30T20:30:00.991135] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-30T20:30:00.991200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:00.991235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:00.991265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:00.991327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:01.056629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:01.057866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:01.057972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:01.058007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:01.187201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:01.187444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:01.187495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:01.187557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:01.191943] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-30T20:30:01.192291] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-30T20:30:01.192438] [INFO ] [sig       ] PTON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:01.344186] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PTON.txt
[2025-12-30T20:30:01.344422] [INFO ] [sig       ] [2594/3539] Completed PTON in 0.4s | 2.89 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-30T20:30:01.344477] [INFO ] [sig       ] [2595/3539] Forecasting PTY...
[2025-12-30T20:30:01.344512] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-30T20:30:01.344549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-30T20:30:01.359058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-30T20:30:01.359631] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-30T20:30:01.360493] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-30T20:30:01.360549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:01.360600] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:01.360630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:01.360687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:01.417228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:01.418285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:01.418387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:01.418419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:01.542160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:01.542336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:01.542381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:01.542412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:01.546037] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-30T20:30:01.546382] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-30T20:30:01.546524] [INFO ] [sig       ] PTY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:01.692453] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PTY.txt
[2025-12-30T20:30:01.692659] [INFO ] [sig       ] [2595/3539] Completed PTY in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:01.692704] [INFO ] [sig       ] [2596/3539] Forecasting PUBM...
[2025-12-30T20:30:01.692734] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-30T20:30:01.692765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-30T20:30:01.707131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-30T20:30:01.707537] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-30T20:30:01.708539] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-30T20:30:01.710615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:01.710649] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:01.710676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:01.710733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:01.775515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:01.776516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:01.776633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:01.776668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:01.898065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:01.898434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:01.898476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:01.898505] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:01.902426] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-30T20:30:01.902729] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-30T20:30:01.902859] [INFO ] [sig       ] PUBM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:02.053263] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PUBM.txt
[2025-12-30T20:30:02.053417] [INFO ] [sig       ] [2596/3539] Completed PUBM in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:02.053459] [INFO ] [sig       ] [2597/3539] Forecasting PUK...
[2025-12-30T20:30:02.053496] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-30T20:30:02.053530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-30T20:30:02.065470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-30T20:30:02.065788] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-30T20:30:02.066798] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-30T20:30:02.066857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:02.067099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:02.067142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:02.067209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:02.131783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:02.132604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:02.132722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:02.132757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:02.254228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:02.254385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:02.254427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:02.254455] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:02.257814] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=58.67%)
[2025-12-30T20:30:02.258081] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-30T20:30:02.258201] [INFO ] [sig       ] PUK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:02.399116] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PUK.txt
[2025-12-30T20:30:02.399262] [INFO ] [sig       ] [2597/3539] Completed PUK in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:02.399302] [INFO ] [sig       ] [2598/3539] Forecasting PUMP...
[2025-12-30T20:30:02.399333] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-30T20:30:02.399364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-30T20:30:02.412532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-30T20:30:02.412877] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-30T20:30:02.413690] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-30T20:30:02.413744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:02.413778] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:02.413805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:02.413866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:02.473759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:02.474755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:02.474845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:02.474877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:02.606661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:02.606843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:02.606905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:02.606942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:02.611681] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-12-30T20:30:02.612113] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-30T20:30:02.612292] [INFO ] [sig       ] PUMP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:02.768636] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PUMP.txt
[2025-12-30T20:30:02.768802] [INFO ] [sig       ] [2598/3539] Completed PUMP in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:02.768844] [INFO ] [sig       ] [2599/3539] Forecasting PVH...
[2025-12-30T20:30:02.768873] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-30T20:30:02.768903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-30T20:30:02.782978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-30T20:30:02.783377] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-30T20:30:02.784188] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-30T20:30:02.784243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:02.784274] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:02.784300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:02.784358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:02.847059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:02.847948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:02.848048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:02.848082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:02.968972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:02.969131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:02.969172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:02.969200] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:02.972531] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-30T20:30:02.972826] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-30T20:30:02.972954] [INFO ] [sig       ] PVH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:03.112754] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PVH.txt
[2025-12-30T20:30:03.112899] [INFO ] [sig       ] [2599/3539] Completed PVH in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:03.112939] [INFO ] [sig       ] [2600/3539] Forecasting PVL...
[2025-12-30T20:30:03.112967] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-30T20:30:03.112997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-30T20:30:03.190840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-30T20:30:03.191150] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-30T20:30:03.191929] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-30T20:30:03.191981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:03.192013] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:03.192040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:03.192097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:03.248909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:03.249552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:03.249650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:03.249683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:03.361898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:03.362067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:03.362109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:03.362346] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:03.366069] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-12-30T20:30:03.366334] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-30T20:30:03.366457] [INFO ] [sig       ] PVL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:03.507022] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PVL.txt
[2025-12-30T20:30:03.507175] [INFO ] [sig       ] [2600/3539] Completed PVL in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:03.507215] [INFO ] [sig       ] [2601/3539] Forecasting PWP...
[2025-12-30T20:30:03.507244] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-30T20:30:03.507276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-30T20:30:03.518354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-30T20:30:03.518670] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-30T20:30:03.519470] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-30T20:30:03.519523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:03.519556] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:03.519603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:03.519665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:03.578612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:03.579266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:03.579347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:03.579380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:03.696342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:03.696475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:03.696516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:03.696544] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:03.699880] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=53.01%)
[2025-12-30T20:30:03.700159] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-30T20:30:03.700282] [INFO ] [sig       ] PWP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:03.855603] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PWP.txt
[2025-12-30T20:30:03.855797] [INFO ] [sig       ] [2601/3539] Completed PWP in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:03.855854] [INFO ] [sig       ] [2602/3539] Forecasting PX...
[2025-12-30T20:30:03.855897] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-30T20:30:03.855943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-30T20:30:03.873409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-30T20:30:03.873915] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-30T20:30:03.874901] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-30T20:30:03.874964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:03.875005] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:03.875044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:03.875122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:03.940369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:03.941256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:03.941343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:03.941392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:04.066382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:04.066518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:04.066557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:04.066602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:04.069883] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=42.56%)
[2025-12-30T20:30:04.070147] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-30T20:30:04.070265] [INFO ] [sig       ] PX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:04.217169] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PX.txt
[2025-12-30T20:30:04.217290] [INFO ] [sig       ] [2602/3539] Completed PX in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:04.217328] [INFO ] [sig       ] [2603/3539] Forecasting PXS...
[2025-12-30T20:30:04.217357] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-30T20:30:04.217388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-30T20:30:04.231617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-30T20:30:04.231947] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-30T20:30:04.232870] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-30T20:30:04.232922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:04.232954] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:04.232981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:04.233039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:04.292985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:04.293767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:04.293852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:04.293886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:04.401195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:04.401345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:04.401389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:04.401420] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:04.405021] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-30T20:30:04.405302] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-30T20:30:04.405428] [INFO ] [sig       ] PXS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:04.548137] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PXS.txt
[2025-12-30T20:30:04.548299] [INFO ] [sig       ] [2603/3539] Completed PXS in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:04.548342] [INFO ] [sig       ] [2604/3539] Forecasting PY...
[2025-12-30T20:30:04.548373] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-30T20:30:04.548406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-30T20:30:04.559926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-30T20:30:04.560304] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-30T20:30:04.561119] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-30T20:30:04.561173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:04.561240] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:04.561279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:04.561375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:04.619889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:04.620788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:04.620873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:04.620907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:04.724346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:04.724489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:04.724531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:04.724559] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:04.727944] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-30T20:30:04.728215] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-30T20:30:04.728336] [INFO ] [sig       ] PY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:04.869182] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/PY.txt
[2025-12-30T20:30:04.869337] [INFO ] [sig       ] [2604/3539] Completed PY in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:04.869379] [INFO ] [sig       ] [2605/3539] Forecasting PYPL...
[2025-12-30T20:30:04.869408] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-30T20:30:04.869440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-30T20:30:04.880688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-30T20:30:04.881001] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-30T20:30:04.881807] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-30T20:30:04.881860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:04.881892] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:04.881920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:04.881978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:04.940661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:04.941522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:04.941629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:04.941667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:05.060033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:05.060180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:05.060220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:05.060247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:05.063551] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-30T20:30:05.063836] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-30T20:30:05.063959] [INFO ] [sig       ] PYPL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:05.203272] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PYPL.txt
[2025-12-30T20:30:05.203419] [INFO ] [sig       ] [2605/3539] Completed PYPL in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:05.203458] [INFO ] [sig       ] [2606/3539] Forecasting PYXS...
[2025-12-30T20:30:05.203486] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-30T20:30:05.203517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-30T20:30:05.215049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-30T20:30:05.215374] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-30T20:30:05.216175] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-30T20:30:05.216240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:05.216274] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:05.216301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:05.216361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:05.274136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:05.274830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:05.274913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:05.274946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:05.392445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:05.392651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:05.392697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:05.392726] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:05.397435] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-30T20:30:05.398044] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-30T20:30:05.398200] [INFO ] [sig       ] PYXS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:05.557801] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PYXS.txt
[2025-12-30T20:30:05.558003] [INFO ] [sig       ] [2606/3539] Completed PYXS in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:05.558060] [INFO ] [sig       ] [2607/3539] Forecasting PZZA...
[2025-12-30T20:30:05.558102] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-30T20:30:05.558150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-30T20:30:05.572973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-30T20:30:05.573344] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-30T20:30:05.574215] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-30T20:30:05.574272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:05.574303] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:05.574333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:05.574415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:05.637030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:05.638161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:05.638257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:05.638292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:05.758295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:05.758458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:05.758502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:05.758567] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:05.762322] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-12-30T20:30:05.762618] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-30T20:30:05.762745] [INFO ] [sig       ] PZZA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:05.902799] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/PZZA.txt
[2025-12-30T20:30:05.902941] [INFO ] [sig       ] [2607/3539] Completed PZZA in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:05.902981] [INFO ] [sig       ] [2608/3539] Forecasting QBTS...
[2025-12-30T20:30:05.903010] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-30T20:30:05.903042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-30T20:30:05.915779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-30T20:30:05.916176] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-30T20:30:05.917020] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-30T20:30:05.917074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:05.917106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:05.917132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:05.917190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:05.980086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:05.980869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:05.980957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:05.980993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:06.111708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:06.111858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:06.111903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:06.111932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:06.115484] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-30T20:30:06.115780] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-30T20:30:06.115910] [INFO ] [sig       ] QBTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:06.261527] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QBTS.txt
[2025-12-30T20:30:06.261698] [INFO ] [sig       ] [2608/3539] Completed QBTS in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:06.261740] [INFO ] [sig       ] [2609/3539] Forecasting QCLN...
[2025-12-30T20:30:06.261770] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-30T20:30:06.261803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-30T20:30:06.273711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-30T20:30:06.274036] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-30T20:30:06.274833] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-30T20:30:06.274888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:06.274920] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:06.274946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:06.275018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:06.336849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:06.337635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:06.337720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:06.337754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:06.463110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:06.463273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:06.463320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:06.463351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:06.467143] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-30T20:30:06.467466] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-30T20:30:06.467616] [INFO ] [sig       ] QCLN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:06.616294] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QCLN.txt
[2025-12-30T20:30:06.616434] [INFO ] [sig       ] [2609/3539] Completed QCLN in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:06.616475] [INFO ] [sig       ] [2610/3539] Forecasting QCOM...
[2025-12-30T20:30:06.616508] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-30T20:30:06.616542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-30T20:30:06.628141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-30T20:30:06.628513] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-30T20:30:06.629346] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-30T20:30:06.629401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:06.629433] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:06.629459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:06.629515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:06.693066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:06.693890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:06.693985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:06.694019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:06.820341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:06.820499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:06.820541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:06.820588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:06.824279] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=71.43%)
[2025-12-30T20:30:06.824650] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-30T20:30:06.824799] [INFO ] [sig       ] QCOM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:06.970441] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QCOM.txt
[2025-12-30T20:30:06.970633] [INFO ] [sig       ] [2610/3539] Completed QCOM in 0.4s | 2.89 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-30T20:30:06.970698] [INFO ] [sig       ] [2611/3539] Forecasting QCRH...
[2025-12-30T20:30:06.970743] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-30T20:30:06.970778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-30T20:30:06.983270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-30T20:30:06.983653] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-30T20:30:06.984501] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-30T20:30:06.984557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:06.984618] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:06.984647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:06.984733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:07.041997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:07.042905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:07.042992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:07.043025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:07.164854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:07.165026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:07.165067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:07.165096] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:07.168942] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-30T20:30:07.169353] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-30T20:30:07.169500] [INFO ] [sig       ] QCRH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:07.318738] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QCRH.txt
[2025-12-30T20:30:07.318906] [INFO ] [sig       ] [2611/3539] Completed QCRH in 0.3s | 2.89 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-30T20:30:07.318947] [INFO ] [sig       ] [2612/3539] Forecasting QDEL...
[2025-12-30T20:30:07.318976] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-30T20:30:07.319007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-30T20:30:07.330737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-30T20:30:07.331074] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-30T20:30:07.331857] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-30T20:30:07.331909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:07.331941] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:07.331967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:07.332024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:07.388690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:07.389622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:07.389713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:07.389747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:07.510694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:07.510870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:07.510914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:07.510943] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:07.514466] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=64.92%)
[2025-12-30T20:30:07.514782] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-30T20:30:07.514916] [INFO ] [sig       ] QDEL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:07.677173] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QDEL.txt
[2025-12-30T20:30:07.677329] [INFO ] [sig       ] [2612/3539] Completed QDEL in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:07.677369] [INFO ] [sig       ] [2613/3539] Forecasting QFIN...
[2025-12-30T20:30:07.677399] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-30T20:30:07.677430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-30T20:30:07.689508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-30T20:30:07.689903] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-30T20:30:07.690735] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-30T20:30:07.690789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:07.690821] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:07.690849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:07.690906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:07.747608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:07.748478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:07.748563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:07.748617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:07.873552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:07.873753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:07.873798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:07.873828] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:07.877667] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-30T20:30:07.877962] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-30T20:30:07.878103] [INFO ] [sig       ] QFIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:08.039603] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QFIN.txt
[2025-12-30T20:30:08.039764] [INFO ] [sig       ] [2613/3539] Completed QFIN in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:08.039804] [INFO ] [sig       ] [2614/3539] Forecasting QGEN...
[2025-12-30T20:30:08.039832] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-30T20:30:08.039863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-30T20:30:08.055222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-30T20:30:08.055747] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-30T20:30:08.056782] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-30T20:30:08.056847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:08.056890] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:08.056927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:08.057003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:08.127977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:08.128878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:08.129004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:08.129039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:08.250893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:08.251058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:08.251099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:08.251128] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:08.254933] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-30T20:30:08.255226] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-30T20:30:08.255357] [INFO ] [sig       ] QGEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:08.408836] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QGEN.txt
[2025-12-30T20:30:08.409006] [INFO ] [sig       ] [2614/3539] Completed QGEN in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:08.409047] [INFO ] [sig       ] [2615/3539] Forecasting QLYS...
[2025-12-30T20:30:08.409077] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-30T20:30:08.409108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-30T20:30:08.424219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-30T20:30:08.424825] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-30T20:30:08.425824] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-30T20:30:08.425881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:08.425916] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:08.425943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:08.426005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:08.490843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:08.492113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:08.492228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:08.492262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:08.625218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:08.625452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:08.625506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:08.625537] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:08.629550] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-30T20:30:08.629927] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-30T20:30:08.630079] [INFO ] [sig       ] QLYS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:08.778156] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QLYS.txt
[2025-12-30T20:30:08.778333] [INFO ] [sig       ] [2615/3539] Completed QLYS in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:08.778375] [INFO ] [sig       ] [2616/3539] Forecasting QMCO...
[2025-12-30T20:30:08.778404] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-30T20:30:08.778435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-30T20:30:08.790080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-30T20:30:08.790437] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-30T20:30:08.791230] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-30T20:30:08.791283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:08.791315] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:08.791341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:08.791399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:08.849444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:08.850327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:08.850416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:08.850450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:08.972432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:08.972613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:08.972656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:08.972685] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:08.976069] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-30T20:30:08.976340] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-30T20:30:08.976465] [INFO ] [sig       ] QMCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:09.121862] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QMCO.txt
[2025-12-30T20:30:09.122028] [INFO ] [sig       ] [2616/3539] Completed QMCO in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:09.122069] [INFO ] [sig       ] [2617/3539] Forecasting QMOM...
[2025-12-30T20:30:09.122101] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-30T20:30:09.122133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-30T20:30:09.134179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-30T20:30:09.134553] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-30T20:30:09.135336] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-30T20:30:09.135401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:09.135432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:09.135459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:09.135515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:09.192655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:09.193551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:09.193664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:09.193710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:09.325795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:09.325957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:09.325998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:09.326027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:09.329380] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-30T20:30:09.329679] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-30T20:30:09.329805] [INFO ] [sig       ] QMOM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:09.475008] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QMOM.txt
[2025-12-30T20:30:09.475229] [INFO ] [sig       ] [2617/3539] Completed QMOM in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:09.475285] [INFO ] [sig       ] [2618/3539] Forecasting QNCX...
[2025-12-30T20:30:09.475324] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-30T20:30:09.475367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-30T20:30:09.487655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-30T20:30:09.488028] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-30T20:30:09.488904] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-30T20:30:09.488957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:09.488990] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:09.489017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:09.489075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:09.546907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:09.547814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:09.547904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:09.547937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:09.669206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:09.669371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:09.669412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:09.669440] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:09.672800] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-30T20:30:09.673077] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-30T20:30:09.673199] [INFO ] [sig       ] QNCX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:09.814240] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QNCX.txt
[2025-12-30T20:30:09.814396] [INFO ] [sig       ] [2618/3539] Completed QNCX in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:09.814438] [INFO ] [sig       ] [2619/3539] Forecasting QNTM...
[2025-12-30T20:30:09.814466] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-30T20:30:09.814499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-30T20:30:09.825529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-30T20:30:09.825877] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-30T20:30:09.826648] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-30T20:30:09.826699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:09.826731] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:09.826757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:09.826815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:09.886438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:09.887482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:09.887569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:09.887625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:10.015514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:10.015694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:10.015736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:10.015765] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:10.019296] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-30T20:30:10.019640] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-30T20:30:10.019771] [INFO ] [sig       ] QNTM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:10.216137] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QNTM.txt
[2025-12-30T20:30:10.216293] [INFO ] [sig       ] [2619/3539] Completed QNTM in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:10.216333] [INFO ] [sig       ] [2620/3539] Forecasting QQMG...
[2025-12-30T20:30:10.216363] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-30T20:30:10.216396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-30T20:30:10.227789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-30T20:30:10.228094] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-30T20:30:10.228899] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-30T20:30:10.228952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:10.228984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:10.229010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:10.229066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:10.289975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:10.291015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:10.291099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:10.291132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:10.415947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:10.416104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:10.416146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:10.416175] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:10.419606] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-30T20:30:10.419913] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-30T20:30:10.420047] [INFO ] [sig       ] QQMG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:10.567018] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QQMG.txt
[2025-12-30T20:30:10.567181] [INFO ] [sig       ] [2620/3539] Completed QQMG in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:10.567228] [INFO ] [sig       ] [2621/3539] Forecasting QQQ...
[2025-12-30T20:30:10.567262] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-30T20:30:10.567295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-30T20:30:10.579697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-30T20:30:10.580069] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-30T20:30:10.580886] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-30T20:30:10.580941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:10.581009] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:10.581048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:10.581132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:10.642558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:10.643474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:10.643561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:10.643618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:10.767633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:10.767791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:10.767832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:10.767861] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:10.771184] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-30T20:30:10.771464] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-30T20:30:10.771608] [INFO ] [sig       ] QQQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:10.912517] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QQQ.txt
[2025-12-30T20:30:10.912693] [INFO ] [sig       ] [2621/3539] Completed QQQ in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:10.912735] [INFO ] [sig       ] [2622/3539] Forecasting QQQE...
[2025-12-30T20:30:10.912764] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-30T20:30:10.912985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-30T20:30:10.926067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-30T20:30:10.926433] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-30T20:30:10.927252] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-30T20:30:10.927305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:10.927337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:10.927363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:10.927422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:10.984285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:10.985169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:10.985256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:10.985290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:11.100444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:11.100618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:11.100660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:11.100689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:11.104000] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-30T20:30:11.104299] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-30T20:30:11.104429] [INFO ] [sig       ] QQQE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:11.244408] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QQQE.txt
[2025-12-30T20:30:11.244589] [INFO ] [sig       ] [2622/3539] Completed QQQE in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:11.244631] [INFO ] [sig       ] [2623/3539] Forecasting QQQI...
[2025-12-30T20:30:11.244662] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-30T20:30:11.244693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-30T20:30:11.256136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-30T20:30:11.256506] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-30T20:30:11.257333] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-30T20:30:11.257388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:11.257420] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:11.257446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:11.257503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:11.315781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:11.316672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:11.316757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:11.316790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:11.431042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:11.431202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:11.431242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:11.431270] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:11.434605] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-30T20:30:11.434883] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-30T20:30:11.435010] [INFO ] [sig       ] QQQI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:11.574743] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QQQI.txt
[2025-12-30T20:30:11.574895] [INFO ] [sig       ] [2623/3539] Completed QQQI in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:11.574935] [INFO ] [sig       ] [2624/3539] Forecasting QQQJ...
[2025-12-30T20:30:11.574963] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-30T20:30:11.574995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-30T20:30:11.586500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-30T20:30:11.586907] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-30T20:30:11.587762] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-30T20:30:11.587816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:11.587847] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:11.587874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:11.587932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:11.645045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:11.645900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:11.645984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:11.646016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:11.771876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:11.772036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:11.772095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:11.772185] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:11.776233] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-30T20:30:11.776559] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-30T20:30:11.776738] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:11.925992] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QQQJ.txt
[2025-12-30T20:30:11.926148] [INFO ] [sig       ] [2624/3539] Completed QQQJ in 0.4s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:11.926190] [INFO ] [sig       ] [2625/3539] Forecasting QQQM...
[2025-12-30T20:30:11.926219] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-30T20:30:11.926252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-30T20:30:11.937284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-30T20:30:11.937660] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-30T20:30:11.938437] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-30T20:30:11.938489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:11.938521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:11.938547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:11.938629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:11.997490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:11.998366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:11.998451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:11.998485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:12.125968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:12.126131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:12.126172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:12.126201] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:12.129739] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-30T20:30:12.130029] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-30T20:30:12.130157] [INFO ] [sig       ] QQQM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:12.276076] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QQQM.txt
[2025-12-30T20:30:12.276230] [INFO ] [sig       ] [2625/3539] Completed QQQM in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:12.276270] [INFO ] [sig       ] [2626/3539] Forecasting QQQX...
[2025-12-30T20:30:12.276299] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-30T20:30:12.276331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-30T20:30:12.287126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-30T20:30:12.287472] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-30T20:30:12.288288] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-30T20:30:12.288341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:12.288372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:12.288399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:12.288459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:12.346469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:12.347324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:12.347406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:12.347439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:12.465650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:12.465806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:12.465847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:12.465875] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:12.469248] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-30T20:30:12.469529] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-30T20:30:12.469678] [INFO ] [sig       ] QQQX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:12.609398] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QQQX.txt
[2025-12-30T20:30:12.609555] [INFO ] [sig       ] [2626/3539] Completed QQQX in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:12.609623] [INFO ] [sig       ] [2627/3539] Forecasting QQQY...
[2025-12-30T20:30:12.609660] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-30T20:30:12.609700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-30T20:30:12.620651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-30T20:30:12.620999] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-30T20:30:12.621785] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-30T20:30:12.621837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:12.621867] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:12.621893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:12.621949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:12.678122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:12.679039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:12.679128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:12.679161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:12.798032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:12.798192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:12.798232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:12.798261] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:12.801790] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-30T20:30:12.802082] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-30T20:30:12.802217] [INFO ] [sig       ] QQQY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:12.949744] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QQQY.txt
[2025-12-30T20:30:12.949906] [INFO ] [sig       ] [2627/3539] Completed QQQY in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:12.949947] [INFO ] [sig       ] [2628/3539] Forecasting QRHC...
[2025-12-30T20:30:12.949978] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-30T20:30:12.950010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-30T20:30:12.962690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-30T20:30:12.963074] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-30T20:30:12.963888] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-30T20:30:12.963943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:12.963987] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:12.964016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:12.964076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:13.021183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:13.021847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:13.021926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:13.021957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:13.141495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:13.141682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:13.141723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:13.141751] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:13.145180] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-30T20:30:13.145450] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-30T20:30:13.145592] [INFO ] [sig       ] QRHC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:13.290168] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QRHC.txt
[2025-12-30T20:30:13.290298] [INFO ] [sig       ] [2628/3539] Completed QRHC in 0.3s | 2.89 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-30T20:30:13.290338] [INFO ] [sig       ] [2629/3539] Forecasting QRVO...
[2025-12-30T20:30:13.290367] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-30T20:30:13.290397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-30T20:30:13.301523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-30T20:30:13.301867] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-30T20:30:13.302643] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-30T20:30:13.302696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:13.302727] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:13.302753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:13.302810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:13.358972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:13.359679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:13.359778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:13.359811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:13.477403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:13.477553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:13.477613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:13.477644] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:13.481157] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-30T20:30:13.481428] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-30T20:30:13.481554] [INFO ] [sig       ] QRVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:13.621867] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QRVO.txt
[2025-12-30T20:30:13.621987] [INFO ] [sig       ] [2629/3539] Completed QRVO in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:13.622026] [INFO ] [sig       ] [2630/3539] Forecasting QS...
[2025-12-30T20:30:13.622056] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-30T20:30:13.622089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-30T20:30:13.632921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-30T20:30:13.633212] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-30T20:30:13.633989] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-30T20:30:13.634041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:13.634073] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:13.634100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:13.634162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:13.690368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:13.690973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:13.691053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:13.691084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:13.811708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:13.811857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:13.811898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:13.811926] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:13.815269] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-30T20:30:13.815544] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-30T20:30:13.815688] [INFO ] [sig       ] QS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:13.960384] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QS.txt
[2025-12-30T20:30:13.960514] [INFO ] [sig       ] [2630/3539] Completed QS in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:13.960553] [INFO ] [sig       ] [2631/3539] Forecasting QSI...
[2025-12-30T20:30:13.960599] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-30T20:30:13.960642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-30T20:30:13.972989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-30T20:30:13.973426] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-30T20:30:13.974305] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-30T20:30:13.974361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:13.974392] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:13.974419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:13.974476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:14.033474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:14.034437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:14.034606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:14.034644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:14.155490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:14.155667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:14.155714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:14.155744] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:14.159155] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-30T20:30:14.159445] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-30T20:30:14.159594] [INFO ] [sig       ] QSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:14.303993] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QSI.txt
[2025-12-30T20:30:14.304130] [INFO ] [sig       ] [2631/3539] Completed QSI in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:14.304169] [INFO ] [sig       ] [2632/3539] Forecasting QTEC...
[2025-12-30T20:30:14.304205] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-30T20:30:14.304237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-30T20:30:14.316160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-30T20:30:14.316528] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-30T20:30:14.317341] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-30T20:30:14.317395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:14.317426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:14.317451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:14.317508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:14.377451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:14.378371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:14.378462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:14.378496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:14.514521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:14.514706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:14.514749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:14.514779] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:14.519496] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-12-30T20:30:14.520026] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-30T20:30:14.520229] [INFO ] [sig       ] QTEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:14.668493] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QTEC.txt
[2025-12-30T20:30:14.668657] [INFO ] [sig       ] [2632/3539] Completed QTEC in 0.4s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:14.668725] [INFO ] [sig       ] [2633/3539] Forecasting QTRX...
[2025-12-30T20:30:14.668768] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-30T20:30:14.668806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-30T20:30:14.680310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-30T20:30:14.680632] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-30T20:30:14.681453] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-30T20:30:14.681506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:14.681538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:14.681565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:14.681652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:14.739268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:14.739934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:14.740017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:14.740051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:14.861024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:14.861185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:14.861229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:14.861260] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:14.864672] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-30T20:30:14.864945] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-30T20:30:14.865068] [INFO ] [sig       ] QTRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:15.003687] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QTRX.txt
[2025-12-30T20:30:15.003815] [INFO ] [sig       ] [2633/3539] Completed QTRX in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:15.003853] [INFO ] [sig       ] [2634/3539] Forecasting QTTB...
[2025-12-30T20:30:15.003881] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-30T20:30:15.003912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-30T20:30:15.015189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-30T20:30:15.015495] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-30T20:30:15.016299] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-30T20:30:15.016354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:15.016388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:15.016416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:15.016476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:15.072500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:15.073154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:15.073235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:15.073267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:15.188387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:15.188528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:15.188583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:15.188616] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:15.191889] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-30T20:30:15.192151] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-30T20:30:15.192273] [INFO ] [sig       ] QTTB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:15.333345] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QTTB.txt
[2025-12-30T20:30:15.333500] [INFO ] [sig       ] [2634/3539] Completed QTTB in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:15.333540] [INFO ] [sig       ] [2635/3539] Forecasting QTUM...
[2025-12-30T20:30:15.333584] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-30T20:30:15.333619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-30T20:30:15.345279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-30T20:30:15.345587] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-30T20:30:15.346347] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-30T20:30:15.346399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:15.346429] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:15.346455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:15.346511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:15.406353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:15.407502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:15.407672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:15.407724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:15.530590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:15.530768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:15.530817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:15.530871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:15.534498] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-30T20:30:15.534798] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-30T20:30:15.534926] [INFO ] [sig       ] QTUM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:15.683041] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QTUM.txt
[2025-12-30T20:30:15.683178] [INFO ] [sig       ] [2635/3539] Completed QTUM in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:15.683219] [INFO ] [sig       ] [2636/3539] Forecasting QTWO...
[2025-12-30T20:30:15.683248] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-30T20:30:15.683279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-30T20:30:15.696736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-30T20:30:15.697191] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-30T20:30:15.698278] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-30T20:30:15.698338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:15.698371] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:15.698399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:15.698457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:15.758131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:15.759089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:15.759178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:15.759211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:15.880511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:15.880684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:15.880726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:15.880755] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:15.884050] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-30T20:30:15.884319] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-30T20:30:15.884443] [INFO ] [sig       ] QTWO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:16.024847] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QTWO.txt
[2025-12-30T20:30:16.024981] [INFO ] [sig       ] [2636/3539] Completed QTWO in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:16.025021] [INFO ] [sig       ] [2637/3539] Forecasting QUAD...
[2025-12-30T20:30:16.025050] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-30T20:30:16.025080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-30T20:30:16.036426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-30T20:30:16.036786] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-30T20:30:16.037631] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-30T20:30:16.037686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:16.037724] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:16.037752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:16.037811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:16.094461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:16.095323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:16.095427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:16.095461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:16.216088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:16.216241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:16.216281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:16.216311] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:16.219685] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-30T20:30:16.219981] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-30T20:30:16.220100] [INFO ] [sig       ] QUAD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:16.359618] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QUAD.txt
[2025-12-30T20:30:16.359755] [INFO ] [sig       ] [2637/3539] Completed QUAD in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:16.359796] [INFO ] [sig       ] [2638/3539] Forecasting QUIK...
[2025-12-30T20:30:16.359825] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-30T20:30:16.359857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-30T20:30:16.370702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-30T20:30:16.371012] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-30T20:30:16.371794] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-30T20:30:16.371846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:16.371911] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:16.371940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:16.371998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:16.430078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:16.430805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:16.430903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:16.430937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:16.552738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:16.552903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:16.552943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:16.552971] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:16.556256] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-30T20:30:16.556520] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-30T20:30:16.556656] [INFO ] [sig       ] QUIK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:16.697376] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QUIK.txt
[2025-12-30T20:30:16.697517] [INFO ] [sig       ] [2638/3539] Completed QUIK in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:16.697557] [INFO ] [sig       ] [2639/3539] Forecasting QURE...
[2025-12-30T20:30:16.697612] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-30T20:30:16.697644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-30T20:30:16.708622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-30T20:30:16.708951] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-30T20:30:16.709716] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-30T20:30:16.709768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:16.709798] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:16.709836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:16.709894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:16.765987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:16.766786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:16.766873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:16.766905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:16.884777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:16.884946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:16.884988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:16.885016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:16.888367] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-30T20:30:16.888651] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-30T20:30:16.891921] [INFO ] [sig       ] QURE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:17.030933] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QURE.txt
[2025-12-30T20:30:17.031071] [INFO ] [sig       ] [2639/3539] Completed QURE in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:17.031111] [INFO ] [sig       ] [2640/3539] Forecasting QVAL...
[2025-12-30T20:30:17.031141] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-30T20:30:17.031170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-30T20:30:17.042355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-30T20:30:17.042642] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-30T20:30:17.043415] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-30T20:30:17.043467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:17.043498] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:17.043523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:17.043601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:17.099889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:17.100560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:17.100656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:17.100689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:17.217271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:17.217415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:17.217474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:17.217521] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:17.221333] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-30T20:30:17.221715] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-30T20:30:17.221875] [INFO ] [sig       ] QVAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:17.364739] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QVAL.txt
[2025-12-30T20:30:17.364901] [INFO ] [sig       ] [2640/3539] Completed QVAL in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:17.364943] [INFO ] [sig       ] [2641/3539] Forecasting QVCC...
[2025-12-30T20:30:17.364972] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-30T20:30:17.365009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-30T20:30:17.376217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-30T20:30:17.376637] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-30T20:30:17.377445] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-30T20:30:17.377498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:17.377528] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:17.377554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:17.377635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:17.438166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:17.439093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:17.439185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:17.439217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:17.556748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:17.556901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:17.556942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:17.557009] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:17.560436] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-30T20:30:17.560721] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-30T20:30:17.560849] [INFO ] [sig       ] QVCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:17.702855] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/QVCC.txt
[2025-12-30T20:30:17.702984] [INFO ] [sig       ] [2641/3539] Completed QVCC in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:17.703023] [INFO ] [sig       ] [2642/3539] Forecasting QYLD...
[2025-12-30T20:30:17.703051] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-30T20:30:17.703082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-30T20:30:17.714692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-30T20:30:17.714984] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-30T20:30:17.715783] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-30T20:30:17.715837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:17.715870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:17.715897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:17.715954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:17.776350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:17.777074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:17.777155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:17.777187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:17.895047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:17.895201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:17.895242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:17.895269] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:17.898559] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-30T20:30:17.898864] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-30T20:30:17.898991] [INFO ] [sig       ] QYLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:18.042704] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QYLD.txt
[2025-12-30T20:30:18.042849] [INFO ] [sig       ] [2642/3539] Completed QYLD in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:18.042889] [INFO ] [sig       ] [2643/3539] Forecasting QYLG...
[2025-12-30T20:30:18.042927] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-30T20:30:18.042960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-30T20:30:18.054251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-30T20:30:18.054652] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-30T20:30:18.055437] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-30T20:30:18.055489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:18.055521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:18.055548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:18.055631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:18.113456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:18.114308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:18.114394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:18.114428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:18.231348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:18.231504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:18.231544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:18.231600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:18.234870] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-30T20:30:18.235138] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-30T20:30:18.235259] [INFO ] [sig       ] QYLG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:18.375055] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/QYLG.txt
[2025-12-30T20:30:18.375193] [INFO ] [sig       ] [2643/3539] Completed QYLG in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:18.375233] [INFO ] [sig       ] [2644/3539] Forecasting RA...
[2025-12-30T20:30:18.375263] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-30T20:30:18.375296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-30T20:30:18.386514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-30T20:30:18.386816] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-30T20:30:18.387603] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-30T20:30:18.387655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:18.387688] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:18.387717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:18.387776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:18.445232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:18.445953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:18.446034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:18.446066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:18.565817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:18.565977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:18.566018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:18.566047] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:18.569386] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-30T20:30:18.569697] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-30T20:30:18.569825] [INFO ] [sig       ] RA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:18.714125] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RA.txt
[2025-12-30T20:30:18.714274] [INFO ] [sig       ] [2644/3539] Completed RA in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:18.714315] [INFO ] [sig       ] [2645/3539] Forecasting RACE...
[2025-12-30T20:30:18.714345] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-30T20:30:18.714377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-30T20:30:18.726363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-30T20:30:18.726704] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-30T20:30:18.727521] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-30T20:30:18.727600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:18.727636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:18.727665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:18.727729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:18.785346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:18.786165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:18.786266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:18.786302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:18.907975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:18.908132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:18.908174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:18.908204] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:18.911694] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=66.85%)
[2025-12-30T20:30:18.912001] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-30T20:30:18.912133] [INFO ] [sig       ] RACE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:19.054537] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RACE.txt
[2025-12-30T20:30:19.054710] [INFO ] [sig       ] [2645/3539] Completed RACE in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-30T20:30:19.054751] [INFO ] [sig       ] [2646/3539] Forecasting RAIL...
[2025-12-30T20:30:19.054780] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-30T20:30:19.054811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-30T20:30:19.065906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-30T20:30:19.066253] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-30T20:30:19.067051] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-30T20:30:19.067103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:19.067134] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:19.067166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:19.067234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:19.125015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:19.125873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:19.125954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:19.125986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:19.248809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:19.248967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:19.249010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:19.249057] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:19.252446] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-30T20:30:19.252736] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-30T20:30:19.252857] [INFO ] [sig       ] RAIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:19.397515] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RAIL.txt
[2025-12-30T20:30:19.397680] [INFO ] [sig       ] [2646/3539] Completed RAIL in 0.3s | 2.89 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-30T20:30:19.397720] [INFO ] [sig       ] [2647/3539] Forecasting RAMP...
[2025-12-30T20:30:19.397749] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-30T20:30:19.397780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-30T20:30:19.411954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-30T20:30:19.412332] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-30T20:30:19.413127] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-30T20:30:19.413178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:19.413209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:19.413235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:19.413291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:19.469875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:19.470752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:19.470841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:19.470874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:19.588879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:19.589043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:19.589085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:19.589114] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:19.592463] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2025-12-30T20:30:19.592756] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-30T20:30:19.592883] [INFO ] [sig       ] RAMP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:19.740224] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RAMP.txt
[2025-12-30T20:30:19.740368] [INFO ] [sig       ] [2647/3539] Completed RAMP in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:19.740412] [INFO ] [sig       ] [2648/3539] Forecasting RAPP...
[2025-12-30T20:30:19.740442] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-30T20:30:19.740473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-30T20:30:19.752064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-30T20:30:19.752316] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-30T20:30:19.753110] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-30T20:30:19.753162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:19.753193] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:19.753220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:19.753278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:19.810735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:19.811536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:19.811652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:19.811696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:19.931535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:19.931706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:19.931747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:19.931776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:19.935258] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-30T20:30:19.935528] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-30T20:30:19.935666] [INFO ] [sig       ] RAPP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:20.078981] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RAPP.txt
[2025-12-30T20:30:20.079134] [INFO ] [sig       ] [2648/3539] Completed RAPP in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:20.079173] [INFO ] [sig       ] [2649/3539] Forecasting RARE...
[2025-12-30T20:30:20.079202] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-30T20:30:20.079234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-30T20:30:20.091348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-30T20:30:20.091646] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-30T20:30:20.092412] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-30T20:30:20.092464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:20.092496] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:20.092522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:20.092598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:20.150795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:20.151657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:20.151738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:20.151770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:20.270461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:20.270636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:20.270678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:20.270707] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:20.274053] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-30T20:30:20.274334] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-30T20:30:20.274458] [INFO ] [sig       ] RARE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:20.417662] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RARE.txt
[2025-12-30T20:30:20.417824] [INFO ] [sig       ] [2649/3539] Completed RARE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:20.417864] [INFO ] [sig       ] [2650/3539] Forecasting RAVE...
[2025-12-30T20:30:20.417893] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-30T20:30:20.417925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-30T20:30:20.429613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-30T20:30:20.430008] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-30T20:30:20.431031] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-30T20:30:20.431084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:20.431115] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:20.431142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:20.431213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:20.491883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:20.492768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:20.492859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:20.492891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:20.603263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:20.603436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:20.603478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:20.603506] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:20.606890] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-30T20:30:20.607162] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-30T20:30:20.607282] [INFO ] [sig       ] RAVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:20.749634] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RAVE.txt
[2025-12-30T20:30:20.749755] [INFO ] [sig       ] [2650/3539] Completed RAVE in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:20.749794] [INFO ] [sig       ] [2651/3539] Forecasting RAY...
[2025-12-30T20:30:20.749823] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-30T20:30:20.749853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-30T20:30:20.762241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-30T20:30:20.762550] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-30T20:30:20.763512] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-30T20:30:20.763563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:20.763614] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:20.763641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:20.763697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:20.821360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:20.822106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:20.822188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:20.822220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:20.933176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:20.933290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:20.933326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:20.933355] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:20.936517] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-30T20:30:20.936809] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-30T20:30:20.936931] [INFO ] [sig       ] RAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:21.078147] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RAY.txt
[2025-12-30T20:30:21.078318] [INFO ] [sig       ] [2651/3539] Completed RAY in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:21.078358] [INFO ] [sig       ] [2652/3539] Forecasting RBA...
[2025-12-30T20:30:21.078388] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-30T20:30:21.078419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-30T20:30:21.089976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-30T20:30:21.090265] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-30T20:30:21.091039] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-30T20:30:21.091101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:21.091133] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:21.091160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:21.091218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:21.149217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:21.149937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:21.150019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:21.150051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:21.271305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:21.271458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:21.271499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:21.271527] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:21.274851] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-30T20:30:21.275116] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-30T20:30:21.275235] [INFO ] [sig       ] RBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:21.418224] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RBA.txt
[2025-12-30T20:30:21.418362] [INFO ] [sig       ] [2652/3539] Completed RBA in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:21.418401] [INFO ] [sig       ] [2653/3539] Forecasting RBB...
[2025-12-30T20:30:21.418429] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-30T20:30:21.418467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-30T20:30:21.429713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-30T20:30:21.429993] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-30T20:30:21.430779] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-30T20:30:21.430834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:21.430870] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:21.430898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:21.430961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:21.487782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:21.488371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:21.488448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:21.488480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:21.609129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:21.609286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:21.609327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:21.609355] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:21.612659] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-30T20:30:21.612938] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-30T20:30:21.613058] [INFO ] [sig       ] RBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:21.753021] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RBB.txt
[2025-12-30T20:30:21.753140] [INFO ] [sig       ] [2653/3539] Completed RBB in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:21.753177] [INFO ] [sig       ] [2654/3539] Forecasting RBBN...
[2025-12-30T20:30:21.753205] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-30T20:30:21.753235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-30T20:30:21.765293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-30T20:30:21.765751] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-30T20:30:21.766735] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-30T20:30:21.766786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:21.766818] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:21.766848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:21.766904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:21.824447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:21.825089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:21.825170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:21.825202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:21.953940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:21.954090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:21.954130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:21.954159] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:21.957425] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-30T20:30:21.957715] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-30T20:30:21.957837] [INFO ] [sig       ] RBBN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:22.098327] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RBBN.txt
[2025-12-30T20:30:22.098457] [INFO ] [sig       ] [2654/3539] Completed RBBN in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:22.098495] [INFO ] [sig       ] [2655/3539] Forecasting RBC...
[2025-12-30T20:30:22.098524] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-30T20:30:22.098554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-30T20:30:22.111729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-30T20:30:22.112122] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-30T20:30:22.112972] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-30T20:30:22.113217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:22.113276] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:22.113306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:22.113366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:22.173849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:22.174748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:22.174838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:22.174873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:22.300859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:22.301027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:22.301071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:22.301101] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:22.304722] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-30T20:30:22.305040] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-30T20:30:22.305177] [INFO ] [sig       ] RBC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:22.458646] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RBC.txt
[2025-12-30T20:30:22.458816] [INFO ] [sig       ] [2655/3539] Completed RBC in 0.4s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:22.458858] [INFO ] [sig       ] [2656/3539] Forecasting RBCAA...
[2025-12-30T20:30:22.458888] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-30T20:30:22.458918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-30T20:30:22.469548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-30T20:30:22.469933] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-30T20:30:22.470737] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-30T20:30:22.470789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:22.470820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:22.470847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:22.470904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:22.532896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:22.534021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:22.534116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:22.534151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:22.652929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:22.653088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:22.653131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:22.653160] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:22.656501] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-30T20:30:22.656809] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-30T20:30:22.656942] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:22.806526] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RBCAA.txt
[2025-12-30T20:30:22.806710] [INFO ] [sig       ] [2656/3539] Completed RBCAA in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:22.806763] [INFO ] [sig       ] [2657/3539] Forecasting RBLX...
[2025-12-30T20:30:22.806805] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-30T20:30:22.806841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-30T20:30:22.819071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-30T20:30:22.819441] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-30T20:30:22.820247] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-30T20:30:22.820298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:22.820330] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:22.820357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:22.820413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:22.877341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:22.878083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:22.878165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:22.878196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:22.995296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:22.995455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:22.995495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:22.995523] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:22.998891] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-30T20:30:22.999188] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-30T20:30:22.999314] [INFO ] [sig       ] RBLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:23.142186] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RBLX.txt
[2025-12-30T20:30:23.142349] [INFO ] [sig       ] [2657/3539] Completed RBLX in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:23.142389] [INFO ] [sig       ] [2658/3539] Forecasting RC...
[2025-12-30T20:30:23.142418] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-30T20:30:23.142450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-30T20:30:23.153516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-30T20:30:23.153882] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-30T20:30:23.154717] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-30T20:30:23.154775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:23.154810] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:23.154837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:23.154898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:23.212920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:23.213745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:23.213836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:23.213869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:23.336872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:23.337033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:23.337075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:23.337137] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:23.340595] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-30T20:30:23.340884] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-30T20:30:23.341015] [INFO ] [sig       ] RC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:23.485775] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RC.txt
[2025-12-30T20:30:23.485925] [INFO ] [sig       ] [2658/3539] Completed RC in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:23.485963] [INFO ] [sig       ] [2659/3539] Forecasting RCEL...
[2025-12-30T20:30:23.485993] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-30T20:30:23.486024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-30T20:30:23.496982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-30T20:30:23.497282] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-30T20:30:23.498065] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-30T20:30:23.498117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:23.498149] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:23.498175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:23.498232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:23.556720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:23.557443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:23.557526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:23.557558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:23.683557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:23.683775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:23.683821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:23.683851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:23.687540] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-30T20:30:23.687834] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-30T20:30:23.687970] [INFO ] [sig       ] RCEL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:23.837796] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RCEL.txt
[2025-12-30T20:30:23.837938] [INFO ] [sig       ] [2659/3539] Completed RCEL in 0.4s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:23.837977] [INFO ] [sig       ] [2660/3539] Forecasting RCI...
[2025-12-30T20:30:23.838007] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-30T20:30:23.838039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-30T20:30:23.850890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-30T20:30:23.851257] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-30T20:30:23.852120] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-30T20:30:23.852174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:23.852205] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:23.852231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:23.852289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:23.915074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:23.916113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:23.916211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:23.916263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:24.046610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:24.046768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:24.046809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:24.046839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:24.050362] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-30T20:30:24.050680] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-30T20:30:24.050818] [INFO ] [sig       ] RCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:24.192743] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RCI.txt
[2025-12-30T20:30:24.192875] [INFO ] [sig       ] [2660/3539] Completed RCI in 0.4s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:24.192913] [INFO ] [sig       ] [2661/3539] Forecasting RCKY...
[2025-12-30T20:30:24.192943] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-30T20:30:24.192974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-30T20:30:24.204495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-30T20:30:24.204823] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-30T20:30:24.205598] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-30T20:30:24.205650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:24.205680] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:24.205706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:24.205762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:24.263375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:24.264281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:24.264389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:24.264426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:24.392638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:24.392766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:24.392802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:24.392829] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:24.396006] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-30T20:30:24.396275] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-30T20:30:24.396396] [INFO ] [sig       ] RCKY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:24.539541] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RCKY.txt
[2025-12-30T20:30:24.539698] [INFO ] [sig       ] [2661/3539] Completed RCKY in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:24.539737] [INFO ] [sig       ] [2662/3539] Forecasting RCL...
[2025-12-30T20:30:24.539766] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-30T20:30:24.539798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-30T20:30:24.551382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-30T20:30:24.551687] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-30T20:30:24.552456] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-30T20:30:24.552508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:24.552539] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:24.552565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:24.552645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:24.609181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:24.609871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:24.609959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:24.609991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:24.727208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:24.727344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:24.727384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:24.727413] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:24.730864] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-30T20:30:24.731135] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-30T20:30:24.731258] [INFO ] [sig       ] RCL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:24.871154] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RCL.txt
[2025-12-30T20:30:24.871310] [INFO ] [sig       ] [2662/3539] Completed RCL in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-30T20:30:24.871350] [INFO ] [sig       ] [2663/3539] Forecasting RCS...
[2025-12-30T20:30:24.871380] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-30T20:30:24.871410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-30T20:30:24.883190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-30T20:30:24.883558] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-30T20:30:24.884383] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-30T20:30:24.884437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:24.884481] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:24.884509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:24.884568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:24.941388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:24.942255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:24.942341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:24.942372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:25.062334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:25.062497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:25.062539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:25.062567] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:25.065955] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-30T20:30:25.066238] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-30T20:30:25.066367] [INFO ] [sig       ] RCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:25.206890] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RCS.txt
[2025-12-30T20:30:25.207025] [INFO ] [sig       ] [2663/3539] Completed RCS in 0.3s | 2.89 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-30T20:30:25.207065] [INFO ] [sig       ] [2664/3539] Forecasting RCUS...
[2025-12-30T20:30:25.207095] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-30T20:30:25.207127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-30T20:30:25.218908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-30T20:30:25.219269] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-30T20:30:25.220045] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-30T20:30:25.220097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:25.220129] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:25.220156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:25.220214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:25.281355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:25.282370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:25.282455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:25.282488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:25.403601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:25.403791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:25.403862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:25.403895] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:25.407383] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-30T20:30:25.407705] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-30T20:30:25.407841] [INFO ] [sig       ] RCUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:25.548858] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RCUS.txt
[2025-12-30T20:30:25.549028] [INFO ] [sig       ] [2664/3539] Completed RCUS in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:25.549070] [INFO ] [sig       ] [2665/3539] Forecasting RDCM...
[2025-12-30T20:30:25.549100] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-30T20:30:25.549131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-30T20:30:25.561143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-30T20:30:25.561446] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-30T20:30:25.562214] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-30T20:30:25.562266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:25.562297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:25.562324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:25.562381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:25.618674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:25.619564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:25.619700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:25.619735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:25.737439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:25.737617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:25.737662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:25.737693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:25.741242] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-30T20:30:25.741543] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-30T20:30:25.741696] [INFO ] [sig       ] RDCM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:25.884285] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RDCM.txt
[2025-12-30T20:30:25.884440] [INFO ] [sig       ] [2665/3539] Completed RDCM in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:25.884479] [INFO ] [sig       ] [2666/3539] Forecasting RDHL...
[2025-12-30T20:30:25.884509] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-30T20:30:25.884539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-30T20:30:25.896088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-30T20:30:25.896388] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-30T20:30:25.897182] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-30T20:30:25.897235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:25.897268] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:25.897296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:25.897355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:25.954024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:25.954916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:25.955002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:25.955035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:26.065399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:26.065530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:26.065584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:26.065616] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:26.068835] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-12-30T20:30:26.069110] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-30T20:30:26.069233] [INFO ] [sig       ] RDHL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:26.212658] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RDHL.txt
[2025-12-30T20:30:26.212802] [INFO ] [sig       ] [2666/3539] Completed RDHL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:26.212848] [INFO ] [sig       ] [2667/3539] Forecasting RDVY...
[2025-12-30T20:30:26.212878] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-30T20:30:26.212908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-30T20:30:26.224264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-30T20:30:26.224566] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-30T20:30:26.225339] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-30T20:30:26.225392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:26.225423] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:26.225450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:26.225507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:26.281641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:26.282313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:26.282394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:26.282426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:26.406346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:26.406501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:26.406547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:26.406595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:26.410171] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-30T20:30:26.410452] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-30T20:30:26.410618] [INFO ] [sig       ] RDVY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:26.560892] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RDVY.txt
[2025-12-30T20:30:26.561032] [INFO ] [sig       ] [2667/3539] Completed RDVY in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:26.561075] [INFO ] [sig       ] [2668/3539] Forecasting RDY...
[2025-12-30T20:30:26.561108] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-30T20:30:26.561143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-30T20:30:26.573127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-30T20:30:26.573410] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-30T20:30:26.574234] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-30T20:30:26.574289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:26.574324] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:26.574352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:26.574412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:26.634715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:26.635448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:26.635533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:26.635567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:26.757925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:26.758090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:26.758130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:26.758159] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:26.761503] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-30T20:30:26.761805] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-30T20:30:26.761953] [INFO ] [sig       ] RDY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:26.910484] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RDY.txt
[2025-12-30T20:30:26.910718] [INFO ] [sig       ] [2668/3539] Completed RDY in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:26.910763] [INFO ] [sig       ] [2669/3539] Forecasting REAL...
[2025-12-30T20:30:26.910795] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-30T20:30:26.910828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-30T20:30:26.924995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-30T20:30:26.925408] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-30T20:30:26.926363] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-30T20:30:26.926424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:26.926458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:26.926487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:26.926547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:26.992654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:26.993666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:26.993756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:26.993791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:27.114147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:27.114302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:27.114345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:27.114374] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:27.117759] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-30T20:30:27.118043] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-30T20:30:27.118171] [INFO ] [sig       ] REAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:27.258536] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/REAL.txt
[2025-12-30T20:30:27.258698] [INFO ] [sig       ] [2669/3539] Completed REAL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:27.258765] [INFO ] [sig       ] [2670/3539] Forecasting REAX...
[2025-12-30T20:30:27.258801] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-30T20:30:27.258836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-30T20:30:27.274164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-30T20:30:27.274570] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-30T20:30:27.275653] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-30T20:30:27.275718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:27.275761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:27.275800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:27.275884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:27.337868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:27.338704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:27.338813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:27.338846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:27.458989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:27.459143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:27.459202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:27.459232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:27.462677] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-30T20:30:27.462957] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-30T20:30:27.463080] [INFO ] [sig       ] REAX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:27.608405] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REAX.txt
[2025-12-30T20:30:27.608522] [INFO ] [sig       ] [2670/3539] Completed REAX in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:27.608560] [INFO ] [sig       ] [2671/3539] Forecasting REBN...
[2025-12-30T20:30:27.608615] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-30T20:30:27.608646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-30T20:30:27.619561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-30T20:30:27.619853] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-30T20:30:27.620624] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-30T20:30:27.620676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:27.620707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:27.620733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:27.620790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:27.676835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:27.677416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:27.677497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:27.677528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:27.791089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:27.791210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:27.791246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:27.791275] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:27.794462] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-30T20:30:27.794745] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-30T20:30:27.794867] [INFO ] [sig       ] REBN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:27.935084] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/REBN.txt
[2025-12-30T20:30:27.935194] [INFO ] [sig       ] [2671/3539] Completed REBN in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:27.935232] [INFO ] [sig       ] [2672/3539] Forecasting REFI...
[2025-12-30T20:30:27.935261] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-30T20:30:27.935291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-30T20:30:27.946847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-30T20:30:27.947145] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-30T20:30:27.947984] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-30T20:30:27.948038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:27.948095] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:27.948124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:27.948198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:28.006010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:28.006838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:28.006927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:28.006959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:28.127142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:28.127304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:28.127346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:28.127374] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:28.130828] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=58.61%)
[2025-12-30T20:30:28.131111] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-30T20:30:28.131242] [INFO ] [sig       ] REFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:28.271633] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REFI.txt
[2025-12-30T20:30:28.271769] [INFO ] [sig       ] [2672/3539] Completed REFI in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:28.271809] [INFO ] [sig       ] [2673/3539] Forecasting REG...
[2025-12-30T20:30:28.271838] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-30T20:30:28.271868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-30T20:30:28.284070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-30T20:30:28.284374] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-30T20:30:28.285175] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-30T20:30:28.285227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:28.285259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:28.285285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:28.285341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:28.341398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:28.342065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:28.342145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:28.342176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:28.461254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:28.461408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:28.461450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:28.461478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:28.464789] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-30T20:30:28.465062] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-30T20:30:28.465185] [INFO ] [sig       ] REG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:28.612404] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REG.txt
[2025-12-30T20:30:28.612540] [INFO ] [sig       ] [2673/3539] Completed REG in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:28.612597] [INFO ] [sig       ] [2674/3539] Forecasting REGN...
[2025-12-30T20:30:28.612628] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-30T20:30:28.612659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-30T20:30:28.624920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-30T20:30:28.625405] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-30T20:30:28.626190] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-30T20:30:28.626241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:28.626285] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:28.626313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:28.626370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:28.683656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:28.684276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:28.684354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:28.684386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:28.801212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:28.801344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:28.801380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:28.801408] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:28.804646] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-30T20:30:28.804916] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-30T20:30:28.805040] [INFO ] [sig       ] REGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:28.948300] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/REGN.txt
[2025-12-30T20:30:28.948422] [INFO ] [sig       ] [2674/3539] Completed REGN in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:28.948459] [INFO ] [sig       ] [2675/3539] Forecasting RELL...
[2025-12-30T20:30:28.948487] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-30T20:30:28.948519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-30T20:30:28.959955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-30T20:30:28.960249] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-30T20:30:28.961041] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-30T20:30:28.961093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:28.961124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:28.961151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:28.961209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:29.018197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:29.018987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:29.019074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:29.019107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:29.139432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:29.139610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:29.139653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:29.139721] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:29.143154] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-30T20:30:29.143450] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-30T20:30:29.143594] [INFO ] [sig       ] RELL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:29.290693] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RELL.txt
[2025-12-30T20:30:29.290821] [INFO ] [sig       ] [2675/3539] Completed RELL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:29.290860] [INFO ] [sig       ] [2676/3539] Forecasting RELX...
[2025-12-30T20:30:29.290888] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-30T20:30:29.290919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-30T20:30:29.302338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-30T20:30:29.302660] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-30T20:30:29.303421] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-30T20:30:29.303475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:29.303508] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:29.303536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:29.303621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:29.363500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:29.364257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:29.364336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:29.364368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:29.484716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:29.484866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:29.484907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:29.484935] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:29.488222] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-30T20:30:29.488487] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-30T20:30:29.488637] [INFO ] [sig       ] RELX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:29.629905] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RELX.txt
[2025-12-30T20:30:29.630025] [INFO ] [sig       ] [2676/3539] Completed RELX in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:29.630066] [INFO ] [sig       ] [2677/3539] Forecasting RELY...
[2025-12-30T20:30:29.630094] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-30T20:30:29.630122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-30T20:30:29.641286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-30T20:30:29.641583] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-30T20:30:29.642334] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-30T20:30:29.642385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:29.642416] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:29.642442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:29.642500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:29.701176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:29.701808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:29.701887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:29.701919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:29.821718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:29.821849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:29.821888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:29.821917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:29.825169] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=13.63%)
[2025-12-30T20:30:29.825438] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-30T20:30:29.825560] [INFO ] [sig       ] RELY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:29.965397] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RELY.txt
[2025-12-30T20:30:29.965525] [INFO ] [sig       ] [2677/3539] Completed RELY in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:29.965564] [INFO ] [sig       ] [2678/3539] Forecasting REPL...
[2025-12-30T20:30:29.965618] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-30T20:30:29.965650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-30T20:30:29.976801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-30T20:30:29.977074] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-30T20:30:29.978042] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-30T20:30:29.978094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:29.978125] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:29.978150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:29.978207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:30.036407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:30.037033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:30.037112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:30.037144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:30.159128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:30.159309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:30.159362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:30.159399] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:30.163997] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-30T20:30:30.164398] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-30T20:30:30.164597] [INFO ] [sig       ] REPL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:30.310489] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REPL.txt
[2025-12-30T20:30:30.310633] [INFO ] [sig       ] [2678/3539] Completed REPL in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:30.310674] [INFO ] [sig       ] [2679/3539] Forecasting RERE...
[2025-12-30T20:30:30.310704] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-30T20:30:30.310733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-30T20:30:30.321264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-30T20:30:30.321536] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-30T20:30:30.322302] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-30T20:30:30.322354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:30.322385] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:30.322412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:30.322468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:30.379421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:30.380024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:30.380102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:30.380134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:30.495972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:30.496121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:30.496163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:30.496192] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:30.499608] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-30T20:30:30.499885] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-30T20:30:30.500011] [INFO ] [sig       ] RERE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:30.639429] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RERE.txt
[2025-12-30T20:30:30.639543] [INFO ] [sig       ] [2679/3539] Completed RERE in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-30T20:30:30.639598] [INFO ] [sig       ] [2680/3539] Forecasting RES...
[2025-12-30T20:30:30.639630] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-30T20:30:30.639661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-30T20:30:30.650652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-30T20:30:30.650956] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-30T20:30:30.651769] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-30T20:30:30.651822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:30.651854] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:30.651881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:30.651939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:30.709946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:30.710534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:30.710629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:30.710662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:30.831406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:30.831551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:30.831623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:30.831662] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:30.835102] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-30T20:30:30.835384] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-30T20:30:30.835510] [INFO ] [sig       ] RES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:30.975866] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RES.txt
[2025-12-30T20:30:30.975984] [INFO ] [sig       ] [2680/3539] Completed RES in 0.3s | 2.89 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-30T20:30:30.976022] [INFO ] [sig       ] [2681/3539] Forecasting REVG...
[2025-12-30T20:30:30.976050] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-30T20:30:30.976080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-30T20:30:30.987711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-30T20:30:30.987990] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-30T20:30:30.988883] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-30T20:30:30.988937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:30.988970] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:30.988997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:30.989058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:31.056289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:31.057103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:31.057190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:31.057223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:31.181285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:31.181414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:31.181453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:31.181497] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:31.184737] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-30T20:30:31.185002] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-30T20:30:31.185122] [INFO ] [sig       ] REVG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:31.328073] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/REVG.txt
[2025-12-30T20:30:31.328201] [INFO ] [sig       ] [2681/3539] Completed REVG in 0.4s | 2.89 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-30T20:30:31.328239] [INFO ] [sig       ] [2682/3539] Forecasting REX...
[2025-12-30T20:30:31.328268] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-30T20:30:31.328298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-30T20:30:31.339260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-30T20:30:31.339534] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-30T20:30:31.340322] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-30T20:30:31.340374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:31.340405] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:31.340432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:31.340491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:31.402992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:31.403732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:31.403862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:31.403913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:31.520511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:31.520655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:31.520695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:31.520723] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:31.523995] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-30T20:30:31.524267] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-30T20:30:31.524385] [INFO ] [sig       ] REX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:31.667877] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REX.txt
[2025-12-30T20:30:31.668015] [INFO ] [sig       ] [2682/3539] Completed REX in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:31.668057] [INFO ] [sig       ] [2683/3539] Forecasting REYN...
[2025-12-30T20:30:31.668086] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-30T20:30:31.668116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-30T20:30:31.679409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-30T20:30:31.679703] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-30T20:30:31.680472] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-30T20:30:31.680526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:31.680557] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:31.680616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:31.680678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:31.738314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:31.738958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:31.739037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:31.739082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:31.854271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:31.854392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:31.854430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:31.854458] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:31.857680] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-30T20:30:31.857946] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-30T20:30:31.858065] [INFO ] [sig       ] REYN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:32.000482] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/REYN.txt
[2025-12-30T20:30:32.000630] [INFO ] [sig       ] [2683/3539] Completed REYN in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:32.000672] [INFO ] [sig       ] [2684/3539] Forecasting REZI...
[2025-12-30T20:30:32.000710] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-30T20:30:32.000744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-30T20:30:32.011700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-30T20:30:32.012002] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-30T20:30:32.012826] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-30T20:30:32.012880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:32.012912] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:32.012939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:32.012998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:32.069758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:32.070340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:32.070420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:32.070451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:32.189165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:32.189314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:32.189355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:32.189383] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:32.192745] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-12-30T20:30:32.193043] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-30T20:30:32.193188] [INFO ] [sig       ] REZI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:32.337946] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/REZI.txt
[2025-12-30T20:30:32.338094] [INFO ] [sig       ] [2684/3539] Completed REZI in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:32.338135] [INFO ] [sig       ] [2685/3539] Forecasting RF...
[2025-12-30T20:30:32.338165] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-30T20:30:32.338195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-30T20:30:32.349298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-30T20:30:32.349592] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-30T20:30:32.350358] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-30T20:30:32.350410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:32.350441] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:32.350468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:32.350535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:32.409463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:32.410183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:32.410265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:32.410297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:32.534197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:32.534358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:32.534400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:32.534428] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:32.537809] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-30T20:30:32.538072] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-30T20:30:32.538199] [INFO ] [sig       ] RF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:32.679376] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RF.txt
[2025-12-30T20:30:32.679542] [INFO ] [sig       ] [2685/3539] Completed RF in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:32.679618] [INFO ] [sig       ] [2686/3539] Forecasting RFI...
[2025-12-30T20:30:32.679663] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-30T20:30:32.679706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-30T20:30:32.691562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-30T20:30:32.691855] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-30T20:30:32.692613] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-30T20:30:32.692665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:32.692702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:32.692740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:32.692814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:32.749796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:32.750408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:32.750486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:32.750517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:32.861752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:32.861904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:32.861943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:32.861971] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:32.865305] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-30T20:30:32.865594] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-30T20:30:32.865717] [INFO ] [sig       ] RFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:33.005796] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RFI.txt
[2025-12-30T20:30:33.005919] [INFO ] [sig       ] [2686/3539] Completed RFI in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:33.005956] [INFO ] [sig       ] [2687/3539] Forecasting RFL...
[2025-12-30T20:30:33.005987] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-30T20:30:33.006018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-30T20:30:33.016760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-30T20:30:33.017033] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-30T20:30:33.017809] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-30T20:30:33.017871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:33.017903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:33.017930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:33.017987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:33.075146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:33.075755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:33.075835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:33.075867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:33.191480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:33.191622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:33.191662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:33.191689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:33.194874] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-30T20:30:33.195143] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-30T20:30:33.195263] [INFO ] [sig       ] RFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:33.335231] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RFL.txt
[2025-12-30T20:30:33.335389] [INFO ] [sig       ] [2687/3539] Completed RFL in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:33.335429] [INFO ] [sig       ] [2688/3539] Forecasting RFM...
[2025-12-30T20:30:33.335460] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-30T20:30:33.335491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-30T20:30:33.347320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-30T20:30:33.347928] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-30T20:30:33.348766] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-30T20:30:33.348819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:33.348851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:33.348876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:33.348933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:33.406953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:33.407764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:33.407846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:33.407878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:33.515670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:33.515806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:33.515845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:33.515874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:33.519871] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-30T20:30:33.520154] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-30T20:30:33.520283] [INFO ] [sig       ] RFM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:33.663443] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RFM.txt
[2025-12-30T20:30:33.663603] [INFO ] [sig       ] [2688/3539] Completed RFM in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:33.663644] [INFO ] [sig       ] [2689/3539] Forecasting RFMZ...
[2025-12-30T20:30:33.663674] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-30T20:30:33.663705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-30T20:30:33.674776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-30T20:30:33.675089] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-30T20:30:33.675862] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-30T20:30:33.675913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:33.675969] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:33.675997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:33.676053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:33.732393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:33.733213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:33.733295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:33.733327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:33.856431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:33.856621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:33.856665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:33.856697] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:33.860135] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-30T20:30:33.860405] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-30T20:30:33.860526] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:34.000687] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RFMZ.txt
[2025-12-30T20:30:34.000843] [INFO ] [sig       ] [2689/3539] Completed RFMZ in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:34.000890] [INFO ] [sig       ] [2690/3539] Forecasting RGA...
[2025-12-30T20:30:34.000920] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-30T20:30:34.000951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-30T20:30:34.012267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-30T20:30:34.012554] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-30T20:30:34.013332] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-30T20:30:34.013383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:34.013415] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:34.013441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:34.013497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:34.070272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:34.071041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:34.071121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:34.071154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:34.188930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:34.189039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:34.189079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:34.189108] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:34.192416] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-30T20:30:34.192716] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-30T20:30:34.192846] [INFO ] [sig       ] RGA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:34.332599] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RGA.txt
[2025-12-30T20:30:34.332731] [INFO ] [sig       ] [2690/3539] Completed RGA in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:34.332772] [INFO ] [sig       ] [2691/3539] Forecasting RGCO...
[2025-12-30T20:30:34.332801] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-30T20:30:34.332832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-30T20:30:34.343050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-30T20:30:34.343308] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-30T20:30:34.344062] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-30T20:30:34.344113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:34.344145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:34.344171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:34.344227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:34.401955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:34.402810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:34.402894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:34.402925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:34.503516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:34.503657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:34.503698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:34.503726] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:34.506945] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-30T20:30:34.507210] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-30T20:30:34.507336] [INFO ] [sig       ] RGCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:34.650413] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RGCO.txt
[2025-12-30T20:30:34.650539] [INFO ] [sig       ] [2691/3539] Completed RGCO in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:34.650592] [INFO ] [sig       ] [2692/3539] Forecasting RGEN...
[2025-12-30T20:30:34.650624] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-30T20:30:34.650655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-30T20:30:34.662277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-30T20:30:34.662589] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-30T20:30:34.663337] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-30T20:30:34.663390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:34.663421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:34.663447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:34.663503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:34.720177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:34.721088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:34.721174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:34.721207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:34.839767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:34.839899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:34.839938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:34.839996] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:34.843228] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=47.69%)
[2025-12-30T20:30:34.843510] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-30T20:30:34.843652] [INFO ] [sig       ] RGEN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:34.989290] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RGEN.txt
[2025-12-30T20:30:34.989412] [INFO ] [sig       ] [2692/3539] Completed RGEN in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:34.989451] [INFO ] [sig       ] [2693/3539] Forecasting RGLD...
[2025-12-30T20:30:34.989481] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-30T20:30:34.989512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-30T20:30:35.002412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-30T20:30:35.002730] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-30T20:30:35.003477] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-30T20:30:35.003529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:35.003560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:35.003605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:35.003663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:35.060791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:35.061467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:35.061546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:35.061597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:35.180092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:35.180225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:35.180264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:35.180292] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:35.184241] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-30T20:30:35.184746] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-30T20:30:35.184876] [INFO ] [sig       ] RGLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:35.324179] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RGLD.txt
[2025-12-30T20:30:35.324294] [INFO ] [sig       ] [2693/3539] Completed RGLD in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:35.324332] [INFO ] [sig       ] [2694/3539] Forecasting RGNX...
[2025-12-30T20:30:35.324362] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-30T20:30:35.324391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-30T20:30:35.341532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-30T20:30:35.342004] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-30T20:30:35.342953] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-30T20:30:35.343008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:35.343039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:35.343066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:35.343124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:35.401365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:35.402400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:35.402517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:35.402564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:35.525052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:35.525215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:35.525258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:35.525289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:35.528598] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-30T20:30:35.528895] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-30T20:30:35.529016] [INFO ] [sig       ] RGNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:35.668557] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RGNX.txt
[2025-12-30T20:30:35.668695] [INFO ] [sig       ] [2694/3539] Completed RGNX in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:35.668748] [INFO ] [sig       ] [2695/3539] Forecasting RGP...
[2025-12-30T20:30:35.668777] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-30T20:30:35.668808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-30T20:30:35.679646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-30T20:30:35.679913] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-30T20:30:35.680677] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-30T20:30:35.680728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:35.680759] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:35.680785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:35.680845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:35.737560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:35.738190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:35.738270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:35.738302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:35.857541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:35.857700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:35.857739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:35.857767] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:35.861096] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-12-30T20:30:35.861368] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-30T20:30:35.861487] [INFO ] [sig       ] RGP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:36.006159] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RGP.txt
[2025-12-30T20:30:36.006294] [INFO ] [sig       ] [2695/3539] Completed RGP in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:36.006337] [INFO ] [sig       ] [2696/3539] Forecasting RGS...
[2025-12-30T20:30:36.006367] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-30T20:30:36.006398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-30T20:30:36.017563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-30T20:30:36.017875] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-30T20:30:36.018750] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-30T20:30:36.018807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:36.018840] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:36.018867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:36.018925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:36.076869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:36.077493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:36.077588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:36.077622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:36.188594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:36.188739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:36.188783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:36.188810] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:36.191998] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-30T20:30:36.192268] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-30T20:30:36.192384] [INFO ] [sig       ] RGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:36.332038] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RGS.txt
[2025-12-30T20:30:36.332159] [INFO ] [sig       ] [2696/3539] Completed RGS in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:36.332197] [INFO ] [sig       ] [2697/3539] Forecasting RGTI...
[2025-12-30T20:30:36.332227] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-30T20:30:36.332256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-30T20:30:36.343817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-30T20:30:36.344107] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-30T20:30:36.344946] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-30T20:30:36.345000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:36.345032] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:36.345060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:36.345118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:36.403476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:36.404162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:36.404248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:36.404279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:36.526771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:36.526923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:36.526966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:36.526994] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:36.530377] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-30T20:30:36.530858] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-30T20:30:36.530976] [INFO ] [sig       ] RGTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:36.675041] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RGTI.txt
[2025-12-30T20:30:36.675152] [INFO ] [sig       ] [2697/3539] Completed RGTI in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-30T20:30:36.675190] [INFO ] [sig       ] [2698/3539] Forecasting RH...
[2025-12-30T20:30:36.675219] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-30T20:30:36.675248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-30T20:30:36.686684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-30T20:30:36.686975] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-30T20:30:36.687804] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-30T20:30:36.687858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:36.687901] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:36.687930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:36.687987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:36.747956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:36.748546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:36.748640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:36.748673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:36.873560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:36.873749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:36.873794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:36.873823] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:36.877205] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=66.44%)
[2025-12-30T20:30:36.877490] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-30T20:30:36.877627] [INFO ] [sig       ] RH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:37.017045] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RH.txt
[2025-12-30T20:30:37.017169] [INFO ] [sig       ] [2698/3539] Completed RH in 0.3s | 2.89 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-30T20:30:37.017212] [INFO ] [sig       ] [2699/3539] Forecasting RHI...
[2025-12-30T20:30:37.017241] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-30T20:30:37.017270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-30T20:30:37.028948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-30T20:30:37.029249] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-30T20:30:37.030293] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-30T20:30:37.030347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:37.030378] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:37.030551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:37.030633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:37.090901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:37.091515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:37.091613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:37.091672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:37.215248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:37.215389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:37.215429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:37.215459] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:37.218894] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-30T20:30:37.219171] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-30T20:30:37.219299] [INFO ] [sig       ] RHI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:37.371798] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RHI.txt
[2025-12-30T20:30:37.371935] [INFO ] [sig       ] [2699/3539] Completed RHI in 0.4s | 2.89 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-30T20:30:37.371974] [INFO ] [sig       ] [2700/3539] Forecasting RHP...
[2025-12-30T20:30:37.372004] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-30T20:30:37.372034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-30T20:30:37.382807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-30T20:30:37.383108] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-30T20:30:37.383959] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-30T20:30:37.384013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:37.384045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:37.384072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:37.384130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:37.442924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:37.443699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:37.443782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:37.443815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:37.597431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:37.597600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:37.597642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:37.597670] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:37.601006] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-30T20:30:37.601288] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-30T20:30:37.601410] [INFO ] [sig       ] RHP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:37.761972] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RHP.txt
[2025-12-30T20:30:37.762131] [INFO ] [sig       ] [2700/3539] Completed RHP in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:37.762172] [INFO ] [sig       ] [2701/3539] Forecasting RIG...
[2025-12-30T20:30:37.762202] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-30T20:30:37.762233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-30T20:30:37.774215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-30T20:30:37.774646] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-30T20:30:37.775715] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-30T20:30:37.775775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:37.775807] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:37.775833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:37.775891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:37.837132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:37.838238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:37.838326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:37.838360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:37.964585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:37.964744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:37.964785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:37.964814] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:37.968128] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-30T20:30:37.968403] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-30T20:30:37.968523] [INFO ] [sig       ] RIG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:38.109180] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RIG.txt
[2025-12-30T20:30:38.109375] [INFO ] [sig       ] [2701/3539] Completed RIG in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:38.109421] [INFO ] [sig       ] [2702/3539] Forecasting RIGL...
[2025-12-30T20:30:38.109462] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-30T20:30:38.109497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-30T20:30:38.123365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-30T20:30:38.123845] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-30T20:30:38.124786] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-30T20:30:38.124844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:38.124879] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:38.124910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:38.124982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:38.186342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:38.187212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:38.187299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:38.187330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:38.317982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:38.318145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:38.318188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:38.318219] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:38.321809] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-30T20:30:38.322128] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-30T20:30:38.322268] [INFO ] [sig       ] RIGL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:38.467016] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RIGL.txt
[2025-12-30T20:30:38.467204] [INFO ] [sig       ] [2702/3539] Completed RIGL in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:38.467245] [INFO ] [sig       ] [2703/3539] Forecasting RILY...
[2025-12-30T20:30:38.467276] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-30T20:30:38.467307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-30T20:30:38.478991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-30T20:30:38.479389] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-30T20:30:38.480219] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-30T20:30:38.480274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:38.480307] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:38.480334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:38.480393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:38.539538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:38.540471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:38.540560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:38.540615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:38.661362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:38.661527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:38.661569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:38.661621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:38.665160] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-30T20:30:38.665505] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-30T20:30:38.665669] [INFO ] [sig       ] RILY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:38.811401] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RILY.txt
[2025-12-30T20:30:38.811560] [INFO ] [sig       ] [2703/3539] Completed RILY in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:38.811620] [INFO ] [sig       ] [2704/3539] Forecasting RILYN...
[2025-12-30T20:30:38.811652] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-30T20:30:38.811686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-30T20:30:38.823214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-30T20:30:38.823609] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-30T20:30:38.824394] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-30T20:30:38.824448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:38.824480] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:38.824509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:38.824591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:38.884639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:38.885521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:38.885626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:38.885662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:39.000915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:39.001073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:39.001116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:39.001144] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:39.004753] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-30T20:30:39.005282] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-30T20:30:39.005417] [INFO ] [sig       ] RILYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:39.152206] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RILYN.txt
[2025-12-30T20:30:39.152358] [INFO ] [sig       ] [2704/3539] Completed RILYN in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:39.152399] [INFO ] [sig       ] [2705/3539] Forecasting RILYZ...
[2025-12-30T20:30:39.152428] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-30T20:30:39.152459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-30T20:30:39.163687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-30T20:30:39.164032] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-30T20:30:39.164827] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-30T20:30:39.164881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:39.164914] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:39.164942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:39.165000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:39.224816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:39.225683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:39.225770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:39.225803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:39.347758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:39.347919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:39.347960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:39.348007] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:39.351423] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-30T20:30:39.351738] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-30T20:30:39.351871] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:39.501257] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RILYZ.txt
[2025-12-30T20:30:39.501423] [INFO ] [sig       ] [2705/3539] Completed RILYZ in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:39.501463] [INFO ] [sig       ] [2706/3539] Forecasting RIME...
[2025-12-30T20:30:39.501493] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-30T20:30:39.501524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-30T20:30:39.513206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-30T20:30:39.513616] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-30T20:30:39.514451] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-30T20:30:39.514506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:39.514567] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:39.514615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:39.514712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:39.575652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:39.576542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:39.576655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:39.576691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:39.697854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:39.698014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:39.698058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:39.698087] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:39.701594] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-30T20:30:39.701875] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-30T20:30:39.702000] [INFO ] [sig       ] RIME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:39.843882] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RIME.txt
[2025-12-30T20:30:39.844035] [INFO ] [sig       ] [2706/3539] Completed RIME in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:39.844078] [INFO ] [sig       ] [2707/3539] Forecasting RING...
[2025-12-30T20:30:39.844107] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-30T20:30:39.844136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-30T20:30:39.855155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-30T20:30:39.855459] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-30T20:30:39.856248] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-30T20:30:39.856302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:39.856333] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:39.856361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:39.856436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:39.913340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:39.914122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:39.914221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:39.914256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:40.037462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:40.037635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:40.037679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:40.037707] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:40.041225] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-30T20:30:40.041714] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-30T20:30:40.041839] [INFO ] [sig       ] RING: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:40.186186] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RING.txt
[2025-12-30T20:30:40.186593] [INFO ] [sig       ] [2707/3539] Completed RING in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:40.186639] [INFO ] [sig       ] [2708/3539] Forecasting RIO...
[2025-12-30T20:30:40.186669] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-30T20:30:40.186701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-30T20:30:40.198600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-30T20:30:40.199053] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-30T20:30:40.200151] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-30T20:30:40.200209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:40.200243] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:40.200271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:40.200331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:40.263041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:40.263920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:40.264011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:40.264043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:40.396017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:40.396179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:40.396221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:40.396250] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:40.399896] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-30T20:30:40.400216] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-30T20:30:40.400352] [INFO ] [sig       ] RIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:40.547798] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RIO.txt
[2025-12-30T20:30:40.547968] [INFO ] [sig       ] [2708/3539] Completed RIO in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:40.548010] [INFO ] [sig       ] [2709/3539] Forecasting RITM...
[2025-12-30T20:30:40.548043] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-30T20:30:40.548076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-30T20:30:40.560301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-30T20:30:40.560707] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-30T20:30:40.561506] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-30T20:30:40.561774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:40.561836] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:40.561873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:40.561934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:40.621806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:40.622738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:40.622833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:40.622866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:40.746377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:40.746748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:40.746791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:40.746867] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:40.750791] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-12-30T20:30:40.751090] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-30T20:30:40.751228] [INFO ] [sig       ] RITM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:40.898426] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RITM.txt
[2025-12-30T20:30:40.898611] [INFO ] [sig       ] [2709/3539] Completed RITM in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:40.898653] [INFO ] [sig       ] [2710/3539] Forecasting RIVN...
[2025-12-30T20:30:40.898684] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-30T20:30:40.898735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-30T20:30:40.911541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-30T20:30:40.911942] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-30T20:30:40.913041] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-30T20:30:40.913099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:40.913132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:40.913160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:40.913219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:40.978338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:40.979291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:40.979386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:40.979420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:41.112774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:41.112947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:41.112991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:41.113021] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:41.116753] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-30T20:30:41.117124] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-30T20:30:41.117270] [INFO ] [sig       ] RIVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:41.264164] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RIVN.txt
[2025-12-30T20:30:41.264325] [INFO ] [sig       ] [2710/3539] Completed RIVN in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:41.264364] [INFO ] [sig       ] [2711/3539] Forecasting RKLB...
[2025-12-30T20:30:41.264392] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-30T20:30:41.264424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-30T20:30:41.275486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-30T20:30:41.275893] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-30T20:30:41.276729] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-30T20:30:41.276786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:41.276818] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:41.276845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:41.276903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:41.335105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:41.336005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:41.336112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:41.336145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:41.457847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:41.458008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:41.458049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:41.458078] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:41.461539] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-30T20:30:41.461868] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-30T20:30:41.462003] [INFO ] [sig       ] RKLB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:41.607338] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RKLB.txt
[2025-12-30T20:30:41.607491] [INFO ] [sig       ] [2711/3539] Completed RKLB in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:41.607531] [INFO ] [sig       ] [2712/3539] Forecasting RL...
[2025-12-30T20:30:41.607560] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-30T20:30:41.607614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-30T20:30:41.619507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-30T20:30:41.619900] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-30T20:30:41.620739] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-30T20:30:41.620794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:41.620826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:41.620852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:41.620910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:41.681940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:41.682863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:41.682952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:41.682985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:41.803369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:41.803529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:41.803587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:41.803620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:41.807137] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-30T20:30:41.807452] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-30T20:30:41.807612] [INFO ] [sig       ] RL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:41.965847] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RL.txt
[2025-12-30T20:30:41.966011] [INFO ] [sig       ] [2712/3539] Completed RL in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:41.966053] [INFO ] [sig       ] [2713/3539] Forecasting RLAY...
[2025-12-30T20:30:41.966089] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-30T20:30:41.966146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-30T20:30:41.978557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-30T20:30:41.979034] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-30T20:30:41.979928] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-30T20:30:41.979985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:41.980019] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:41.980046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:41.980105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:42.043853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:42.044748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:42.044838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:42.044871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:42.179246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:42.179409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:42.179451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:42.179480] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:42.183021] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-30T20:30:42.183309] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-30T20:30:42.183440] [INFO ] [sig       ] RLAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:42.328605] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RLAY.txt
[2025-12-30T20:30:42.328843] [INFO ] [sig       ] [2713/3539] Completed RLAY in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:42.328897] [INFO ] [sig       ] [2714/3539] Forecasting RLI...
[2025-12-30T20:30:42.328929] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-30T20:30:42.328960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-30T20:30:42.340626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-30T20:30:42.341028] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-30T20:30:42.341895] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-30T20:30:42.341951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:42.341983] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:42.342009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:42.342066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:42.411185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:42.412089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:42.412177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:42.412210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:42.533654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:42.533816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:42.533859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:42.533888] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:42.537385] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-30T20:30:42.537725] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-30T20:30:42.537857] [INFO ] [sig       ] RLI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:42.686149] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RLI.txt
[2025-12-30T20:30:42.686310] [INFO ] [sig       ] [2714/3539] Completed RLI in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-30T20:30:42.686351] [INFO ] [sig       ] [2715/3539] Forecasting RLJ...
[2025-12-30T20:30:42.686382] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-30T20:30:42.686412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-30T20:30:42.698862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-30T20:30:42.699278] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-30T20:30:42.700179] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-30T20:30:42.700233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:42.700265] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:42.700473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:42.700531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:42.760481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:42.761360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:42.761445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:42.761478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:42.883472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:42.883647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:42.883690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:42.883719] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:42.887203] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-30T20:30:42.887550] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-30T20:30:42.887707] [INFO ] [sig       ] RLJ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:43.035630] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RLJ.txt
[2025-12-30T20:30:43.035783] [INFO ] [sig       ] [2715/3539] Completed RLJ in 0.3s | 2.89 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-30T20:30:43.035824] [INFO ] [sig       ] [2716/3539] Forecasting RLMD...
[2025-12-30T20:30:43.035854] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-30T20:30:43.035885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-30T20:30:43.047061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-30T20:30:43.047394] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-30T20:30:43.048191] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-30T20:30:43.048243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:43.048273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:43.048300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:43.048361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:43.105160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:43.106082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:43.106206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:43.106239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:43.244635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:43.244833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:43.244895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:43.244959] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:43.249807] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-30T20:30:43.250244] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-30T20:30:43.250431] [INFO ] [sig       ] RLMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:43.410703] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RLMD.txt
[2025-12-30T20:30:43.410856] [INFO ] [sig       ] [2716/3539] Completed RLMD in 0.4s | 2.89 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-30T20:30:43.410896] [INFO ] [sig       ] [2717/3539] Forecasting RLTY...
[2025-12-30T20:30:43.410927] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-30T20:30:43.410957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-30T20:30:43.422208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-30T20:30:43.422597] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-30T20:30:43.423372] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-30T20:30:43.423424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:43.423456] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:43.423482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:43.423539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:43.482527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:43.483801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:43.483897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:43.483936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:43.604898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:43.605055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:43.605097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:43.605126] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:43.609125] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-12-30T20:30:43.609469] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-30T20:30:43.609632] [INFO ] [sig       ] RLTY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:43.764093] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RLTY.txt
[2025-12-30T20:30:43.764256] [INFO ] [sig       ] [2717/3539] Completed RLTY in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:43.764297] [INFO ] [sig       ] [2718/3539] Forecasting RLX...
[2025-12-30T20:30:43.764330] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-30T20:30:43.764365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-30T20:30:43.777027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-30T20:30:43.777391] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-30T20:30:43.778230] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-30T20:30:43.778285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:43.778318] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:43.778345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:43.778402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:43.841143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:43.842050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:43.842139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:43.842172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:43.970924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:43.971079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:43.971122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:43.971150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:43.974949] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-30T20:30:43.975307] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-30T20:30:43.975672] [INFO ] [sig       ] RLX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:44.126616] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RLX.txt
[2025-12-30T20:30:44.126776] [INFO ] [sig       ] [2718/3539] Completed RLX in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:44.126818] [INFO ] [sig       ] [2719/3539] Forecasting RM...
[2025-12-30T20:30:44.126846] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-30T20:30:44.126878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-30T20:30:44.137708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-30T20:30:44.138046] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-30T20:30:44.138879] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-30T20:30:44.138932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:44.138963] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:44.138988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:44.139045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:44.200660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:44.201546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:44.201660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:44.201693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:44.323223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:44.323388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:44.323431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:44.323460] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:44.327100] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-30T20:30:44.327498] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-30T20:30:44.327670] [INFO ] [sig       ] RM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:44.476155] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RM.txt
[2025-12-30T20:30:44.476343] [INFO ] [sig       ] [2719/3539] Completed RM in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:44.476384] [INFO ] [sig       ] [2720/3539] Forecasting RMAX...
[2025-12-30T20:30:44.476415] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-30T20:30:44.476446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-30T20:30:44.488896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-30T20:30:44.489282] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-30T20:30:44.490077] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-30T20:30:44.490129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:44.490160] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:44.490380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:44.490450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:44.552394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:44.553250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:44.553338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:44.553370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:44.674902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:44.675059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:44.675099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:44.675128] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:44.678456] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-30T20:30:44.678772] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-30T20:30:44.678897] [INFO ] [sig       ] RMAX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:44.827874] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RMAX.txt
[2025-12-30T20:30:44.828019] [INFO ] [sig       ] [2720/3539] Completed RMAX in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:44.828060] [INFO ] [sig       ] [2721/3539] Forecasting RMBI...
[2025-12-30T20:30:44.828090] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-30T20:30:44.828132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-30T20:30:44.839891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-30T20:30:44.840163] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-30T20:30:44.841143] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-30T20:30:44.841195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:44.841226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:44.841253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:44.841310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:44.898129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:44.899047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:44.899135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:44.899167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:45.009791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:45.009949] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:30:45.009989] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:45.010017] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:45.013309] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-30T20:30:45.013602] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-30T20:30:45.013726] [INFO ] [sig       ] RMBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:45.164808] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RMBI.txt
[2025-12-30T20:30:45.164942] [INFO ] [sig       ] [2721/3539] Completed RMBI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:45.164979] [INFO ] [sig       ] [2722/3539] Forecasting RMBS...
[2025-12-30T20:30:45.165009] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-30T20:30:45.165040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-30T20:30:45.176201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-30T20:30:45.176467] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-30T20:30:45.177236] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-30T20:30:45.177303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:45.177338] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:45.177365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:45.177426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:45.239385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:45.240175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:45.240259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:45.240295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:45.353081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:45.353237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:45.353278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:45.353307] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:45.356930] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-30T20:30:45.357202] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-30T20:30:45.357332] [INFO ] [sig       ] RMBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:45.500084] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RMBS.txt
[2025-12-30T20:30:45.500224] [INFO ] [sig       ] [2722/3539] Completed RMBS in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:45.500267] [INFO ] [sig       ] [2723/3539] Forecasting RMD...
[2025-12-30T20:30:45.500296] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-30T20:30:45.500325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-30T20:30:45.512643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-30T20:30:45.512914] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-30T20:30:45.513677] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-30T20:30:45.513728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:45.513782] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:45.513811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:45.513869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:45.571533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:45.572160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:45.572239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:45.572270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:45.692043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:45.692191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:45.692231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:45.692258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:45.695537] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-30T20:30:45.695824] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-30T20:30:45.695942] [INFO ] [sig       ] RMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:45.836729] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RMD.txt
[2025-12-30T20:30:45.836852] [INFO ] [sig       ] [2723/3539] Completed RMD in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:45.836891] [INFO ] [sig       ] [2724/3539] Forecasting RMI...
[2025-12-30T20:30:45.836920] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-30T20:30:45.836950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-30T20:30:45.848152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-30T20:30:45.848426] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-30T20:30:45.849413] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-30T20:30:45.849464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:45.849494] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:45.849520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:45.849600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:45.909715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:45.910316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:45.910397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:45.910430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:46.024668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:46.024812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:46.024850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:46.024878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:46.028932] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-30T20:30:46.029206] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-30T20:30:46.029327] [INFO ] [sig       ] RMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:46.180697] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RMI.txt
[2025-12-30T20:30:46.180846] [INFO ] [sig       ] [2724/3539] Completed RMI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:46.180887] [INFO ] [sig       ] [2725/3539] Forecasting RMM...
[2025-12-30T20:30:46.180920] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-30T20:30:46.180952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-30T20:30:46.192886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-30T20:30:46.193156] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-30T20:30:46.194115] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-30T20:30:46.194166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:46.194197] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:46.194224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:46.194280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:46.255800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:46.256656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:46.256741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:46.256776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:46.384017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:46.384179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:46.384220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:46.384251] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:46.387669] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-30T20:30:46.387941] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-30T20:30:46.388060] [INFO ] [sig       ] RMM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:46.538125] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RMM.txt
[2025-12-30T20:30:46.538275] [INFO ] [sig       ] [2725/3539] Completed RMM in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:46.538321] [INFO ] [sig       ] [2726/3539] Forecasting RMMZ...
[2025-12-30T20:30:46.538352] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-30T20:30:46.538384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-30T20:30:46.549885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-30T20:30:46.550213] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-30T20:30:46.550991] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-30T20:30:46.551042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:46.551072] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:46.551099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:46.551156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:46.607701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:46.608553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:46.608665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:46.608700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:46.722189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:46.722345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:46.722387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:46.722451] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:46.725867] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2025-12-30T20:30:46.726158] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-30T20:30:46.726284] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:46.868770] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RMMZ.txt
[2025-12-30T20:30:46.868906] [INFO ] [sig       ] [2726/3539] Completed RMMZ in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:46.868944] [INFO ] [sig       ] [2727/3539] Forecasting RMNI...
[2025-12-30T20:30:46.868975] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-30T20:30:46.869005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-30T20:30:46.880417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-30T20:30:46.880697] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-30T20:30:46.881440] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-30T20:30:46.881492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:46.881523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:46.881549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:46.881628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:46.939865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:46.940802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:46.940887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:46.940918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:47.063025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:47.063184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:47.063224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:47.063252] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:47.067030] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-30T20:30:47.067369] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-30T20:30:47.067503] [INFO ] [sig       ] RMNI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:47.209768] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RMNI.txt
[2025-12-30T20:30:47.209926] [INFO ] [sig       ] [2727/3539] Completed RMNI in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:47.209965] [INFO ] [sig       ] [2728/3539] Forecasting RNA...
[2025-12-30T20:30:47.209996] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-30T20:30:47.210026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-30T20:30:47.221323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-30T20:30:47.221705] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-30T20:30:47.222455] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-30T20:30:47.222507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:47.222538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:47.222564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:47.222647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:47.282157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:47.283023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:47.283110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:47.283144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:47.403462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:47.403638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:47.403684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:47.403715] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:47.407288] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-30T20:30:47.407710] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-30T20:30:47.407865] [INFO ] [sig       ] RNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:47.571398] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RNA.txt
[2025-12-30T20:30:47.571561] [INFO ] [sig       ] [2728/3539] Completed RNA in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:47.571625] [INFO ] [sig       ] [2729/3539] Forecasting RNAC...
[2025-12-30T20:30:47.571658] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-30T20:30:47.571877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-30T20:30:47.587281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-30T20:30:47.587742] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-30T20:30:47.588864] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-30T20:30:47.588932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:47.588977] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:47.589015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:47.589099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:47.652349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:47.653266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:47.653368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:47.653404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:47.771977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:47.772131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:47.772188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:47.772217] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:47.775496] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-30T20:30:47.775779] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-30T20:30:47.775898] [INFO ] [sig       ] RNAC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:47.921679] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RNAC.txt
[2025-12-30T20:30:47.921796] [INFO ] [sig       ] [2729/3539] Completed RNAC in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:47.921833] [INFO ] [sig       ] [2730/3539] Forecasting RNAZ...
[2025-12-30T20:30:47.921862] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-30T20:30:47.921892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-30T20:30:47.936867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-30T20:30:47.937375] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-30T20:30:47.938497] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-30T20:30:47.938554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:47.938615] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:47.938645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:47.938702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:48.011500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:48.012705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:48.012798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:48.012832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:48.130900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:48.131066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:48.131109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:48.131138] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:48.134650] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-30T20:30:48.134967] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-30T20:30:48.135103] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:48.283361] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RNAZ.txt
[2025-12-30T20:30:48.283524] [INFO ] [sig       ] [2730/3539] Completed RNAZ in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:48.283565] [INFO ] [sig       ] [2731/3539] Forecasting RNG...
[2025-12-30T20:30:48.283619] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-30T20:30:48.283650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-30T20:30:48.296277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-30T20:30:48.296686] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-30T20:30:48.297471] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-30T20:30:48.297525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:48.297558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:48.297612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:48.297822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:48.364228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:48.365153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:48.365247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:48.365281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:48.502677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:48.502847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:48.502890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:48.502920] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:48.506629] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-30T20:30:48.506929] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-30T20:30:48.507061] [INFO ] [sig       ] RNG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:48.674896] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RNG.txt
[2025-12-30T20:30:48.675105] [INFO ] [sig       ] [2731/3539] Completed RNG in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:48.675166] [INFO ] [sig       ] [2732/3539] Forecasting RNP...
[2025-12-30T20:30:48.675208] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-30T20:30:48.675253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-30T20:30:48.687954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-30T20:30:48.688327] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-30T20:30:48.689161] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-30T20:30:48.689214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:48.689245] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:48.689272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:48.689329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:48.748397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:48.749308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:48.749422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:48.749457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:48.874606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:48.874765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:48.874808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:48.874836] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:48.878189] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-30T20:30:48.878470] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-30T20:30:48.878614] [INFO ] [sig       ] RNP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:49.021128] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RNP.txt
[2025-12-30T20:30:49.021257] [INFO ] [sig       ] [2732/3539] Completed RNP in 0.3s | 2.89 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-30T20:30:49.021296] [INFO ] [sig       ] [2733/3539] Forecasting ROAD...
[2025-12-30T20:30:49.021325] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-30T20:30:49.021355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-30T20:30:49.033096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-30T20:30:49.033378] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-30T20:30:49.034166] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-30T20:30:49.034219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:49.034261] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:49.034290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:49.034346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:49.094145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:49.094970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:49.095092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:49.095128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:49.217484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:49.217654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:49.217697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:49.217725] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:49.224190] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-12-30T20:30:49.224467] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-30T20:30:49.224619] [INFO ] [sig       ] ROAD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:49.373816] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ROAD.txt
[2025-12-30T20:30:49.373968] [INFO ] [sig       ] [2733/3539] Completed ROAD in 0.4s | 2.89 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-30T20:30:49.374011] [INFO ] [sig       ] [2734/3539] Forecasting ROCK...
[2025-12-30T20:30:49.374041] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-30T20:30:49.374071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-30T20:30:49.384947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-30T20:30:49.385251] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-30T20:30:49.386106] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-30T20:30:49.386163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:49.386197] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:49.386225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:49.386286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:49.448019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:49.448985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:49.449104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:49.449139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:49.570490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:49.570673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:49.570715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:49.570744] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:49.574100] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-30T20:30:49.574386] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-30T20:30:49.574515] [INFO ] [sig       ] ROCK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:49.721028] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ROCK.txt
[2025-12-30T20:30:49.721197] [INFO ] [sig       ] [2734/3539] Completed ROCK in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:49.721241] [INFO ] [sig       ] [2735/3539] Forecasting ROE...
[2025-12-30T20:30:49.721273] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-30T20:30:49.721305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-30T20:30:49.733223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-30T20:30:49.733628] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-30T20:30:49.734457] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-30T20:30:49.734512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:49.734545] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:49.734595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:49.734683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:49.797300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:49.798104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:49.798191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:49.798225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:49.925093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:49.925251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:49.925295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:49.925326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:49.929249] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-30T20:30:49.929559] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-30T20:30:49.929718] [INFO ] [sig       ] ROE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:50.081956] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ROE.txt
[2025-12-30T20:30:50.082126] [INFO ] [sig       ] [2735/3539] Completed ROE in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:50.082185] [INFO ] [sig       ] [2736/3539] Forecasting ROP...
[2025-12-30T20:30:50.082227] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-30T20:30:50.082259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-30T20:30:50.096122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-30T20:30:50.096497] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-30T20:30:50.097310] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-30T20:30:50.097363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:50.097396] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:50.097423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:50.097483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:50.161059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:50.161951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:50.162038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:50.162072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:50.286216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:50.286371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:50.286414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:50.286444] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:50.290159] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-30T20:30:50.290494] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-30T20:30:50.290653] [INFO ] [sig       ] ROP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:50.440176] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ROP.txt
[2025-12-30T20:30:50.440345] [INFO ] [sig       ] [2736/3539] Completed ROP in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:50.440387] [INFO ] [sig       ] [2737/3539] Forecasting RPAY...
[2025-12-30T20:30:50.440425] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-30T20:30:50.440458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-30T20:30:50.451915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-30T20:30:50.452247] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-30T20:30:50.453064] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-30T20:30:50.453117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:50.453149] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:50.453177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:50.453250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:50.515323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:50.516225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:50.516316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:50.516349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:50.640431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:50.640613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:50.640658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:50.640688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:50.644591] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-30T20:30:50.644881] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-30T20:30:50.645008] [INFO ] [sig       ] RPAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:50.792675] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RPAY.txt
[2025-12-30T20:30:50.792821] [INFO ] [sig       ] [2737/3539] Completed RPAY in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:50.792862] [INFO ] [sig       ] [2738/3539] Forecasting RPD...
[2025-12-30T20:30:50.792893] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-30T20:30:50.792925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-30T20:30:50.805057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-30T20:30:50.805386] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-30T20:30:50.806322] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-30T20:30:50.806373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:50.806405] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:50.806431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:50.806489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:50.864194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:50.864948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:50.865032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:50.865065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:50.985300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:50.985456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:50.985497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:50.985526] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:50.988864] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-30T20:30:50.989146] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-30T20:30:50.989270] [INFO ] [sig       ] RPD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:51.134149] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RPD.txt
[2025-12-30T20:30:51.134326] [INFO ] [sig       ] [2738/3539] Completed RPD in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:51.134369] [INFO ] [sig       ] [2739/3539] Forecasting RPID...
[2025-12-30T20:30:51.134401] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-30T20:30:51.134433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-30T20:30:51.146900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-30T20:30:51.147255] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-30T20:30:51.148057] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-30T20:30:51.148112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:51.148144] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:51.148171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:51.148229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:51.209647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:51.210386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:51.210472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:51.210506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:51.336322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:51.336480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:51.336523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:51.336552] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:51.340173] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-30T20:30:51.340491] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-30T20:30:51.340647] [INFO ] [sig       ] RPID: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:51.492764] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RPID.txt
[2025-12-30T20:30:51.492939] [INFO ] [sig       ] [2739/3539] Completed RPID in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:51.492986] [INFO ] [sig       ] [2740/3539] Forecasting RPRX...
[2025-12-30T20:30:51.493018] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-30T20:30:51.493049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-30T20:30:51.505219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-30T20:30:51.505626] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-30T20:30:51.506451] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-30T20:30:51.506504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:51.506564] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:51.506615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:51.506676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:51.574277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:51.575184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:51.575289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:51.575327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:51.704052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:51.704208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:51.704268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:51.704330] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:51.708238] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-30T20:30:51.708555] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-30T20:30:51.708704] [INFO ] [sig       ] RPRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:51.858341] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RPRX.txt
[2025-12-30T20:30:51.858502] [INFO ] [sig       ] [2740/3539] Completed RPRX in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:51.858550] [INFO ] [sig       ] [2741/3539] Forecasting RPTX...
[2025-12-30T20:30:51.858600] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-30T20:30:51.858634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-30T20:30:51.871203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-30T20:30:51.871607] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-30T20:30:51.872524] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-30T20:30:51.872597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:51.872631] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:51.872659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:51.872717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:51.933380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:51.934149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:51.934234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:51.934267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:52.059113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:52.059268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:52.059308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:52.059336] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:52.062931] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-30T20:30:52.063222] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-30T20:30:52.063350] [INFO ] [sig       ] RPTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:52.210014] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RPTX.txt
[2025-12-30T20:30:52.210171] [INFO ] [sig       ] [2741/3539] Completed RPTX in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:52.210225] [INFO ] [sig       ] [2742/3539] Forecasting RQI...
[2025-12-30T20:30:52.210258] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-30T20:30:52.210291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-30T20:30:52.222591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-30T20:30:52.222900] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-30T20:30:52.223705] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-30T20:30:52.223758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:52.223793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:52.223821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:52.223880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:52.285662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:52.286488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:52.286592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:52.286659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:52.417165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:52.417283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:52.417325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:52.417355] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:52.421187] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-30T20:30:52.421468] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-30T20:30:52.421611] [INFO ] [sig       ] RQI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:52.583919] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RQI.txt
[2025-12-30T20:30:52.584137] [INFO ] [sig       ] [2742/3539] Completed RQI in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:52.584190] [INFO ] [sig       ] [2743/3539] Forecasting RRBI...
[2025-12-30T20:30:52.584232] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-30T20:30:52.584275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-30T20:30:52.599426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-30T20:30:52.599780] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-30T20:30:52.600594] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-30T20:30:52.600647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:52.600677] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:52.600703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:52.600759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:52.661276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:52.662151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:52.662247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:52.662282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:52.768966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:52.769128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:52.769170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:52.769234] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:52.772819] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-30T20:30:52.773097] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-30T20:30:52.773224] [INFO ] [sig       ] RRBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:52.920308] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RRBI.txt
[2025-12-30T20:30:52.920455] [INFO ] [sig       ] [2743/3539] Completed RRBI in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:52.920497] [INFO ] [sig       ] [2744/3539] Forecasting RRC...
[2025-12-30T20:30:52.920529] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-30T20:30:52.920567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-30T20:30:52.931991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-30T20:30:52.932360] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-30T20:30:52.933148] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-30T20:30:52.933203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:52.933234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:52.933273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:52.933332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:52.991160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:52.992014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:52.992101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:52.992133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:53.110349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:53.110502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:53.110543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:53.110588] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:53.113877] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=45.70%)
[2025-12-30T20:30:53.114152] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-30T20:30:53.114274] [INFO ] [sig       ] RRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:53.257886] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RRC.txt
[2025-12-30T20:30:53.258034] [INFO ] [sig       ] [2744/3539] Completed RRC in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:53.258075] [INFO ] [sig       ] [2745/3539] Forecasting RRGB...
[2025-12-30T20:30:53.258104] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-30T20:30:53.258135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-30T20:30:53.269209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-30T20:30:53.269520] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-30T20:30:53.270308] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-30T20:30:53.270360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:53.270401] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:53.270429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:53.270487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:53.327158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:53.327867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:53.327974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:53.328008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:53.447302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:53.447461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:53.447502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:53.447532] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:53.450855] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-30T20:30:53.451126] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-30T20:30:53.451243] [INFO ] [sig       ] RRGB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:53.593152] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RRGB.txt
[2025-12-30T20:30:53.593298] [INFO ] [sig       ] [2745/3539] Completed RRGB in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:53.593338] [INFO ] [sig       ] [2746/3539] Forecasting RRX...
[2025-12-30T20:30:53.593367] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-30T20:30:53.593410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-30T20:30:53.604962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-30T20:30:53.605305] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-30T20:30:53.606117] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-30T20:30:53.606169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:53.606200] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:53.606226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:53.606284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:53.665302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:53.666143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:53.666228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:53.666261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:53.784638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:53.784795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:53.784836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:53.784864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:53.788145] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-12-30T20:30:53.788413] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-30T20:30:53.788532] [INFO ] [sig       ] RRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:53.931979] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RRX.txt
[2025-12-30T20:30:53.932122] [INFO ] [sig       ] [2746/3539] Completed RRX in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:53.932162] [INFO ] [sig       ] [2747/3539] Forecasting RS...
[2025-12-30T20:30:53.932190] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-30T20:30:53.932220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-30T20:30:53.943210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-30T20:30:53.943493] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-30T20:30:53.944285] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-30T20:30:53.944337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:53.944369] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:53.944395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:53.944452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:54.002151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:54.002870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:54.002953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:54.002987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:54.126465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:54.126635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:54.126677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:54.126706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:54.130452] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-30T20:30:54.130757] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-30T20:30:54.130882] [INFO ] [sig       ] RS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:54.272475] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RS.txt
[2025-12-30T20:30:54.272638] [INFO ] [sig       ] [2747/3539] Completed RS in 0.3s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:54.272680] [INFO ] [sig       ] [2748/3539] Forecasting RSG...
[2025-12-30T20:30:54.272710] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-30T20:30:54.272740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-30T20:30:54.284021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-30T20:30:54.284303] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-30T20:30:54.285075] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-30T20:30:54.285126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:54.285157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:54.285183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:54.285240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:54.344685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:54.345617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:54.345699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:54.345919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:54.471440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:54.471620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:54.471663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:54.471693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:54.475652] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=79.21%)
[2025-12-30T20:30:54.476202] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-30T20:30:54.476346] [INFO ] [sig       ] RSG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:54.623683] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RSG.txt
[2025-12-30T20:30:54.623991] [INFO ] [sig       ] [2748/3539] Completed RSG in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:54.624029] [INFO ] [sig       ] [2749/3539] Forecasting RSI...
[2025-12-30T20:30:54.624058] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-30T20:30:54.624088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-30T20:30:54.635900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-30T20:30:54.636181] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-30T20:30:54.636968] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-30T20:30:54.637021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:54.637053] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:54.637080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:54.637138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:54.695442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:54.696180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:54.696262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:54.696294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:54.826065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:54.826249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:54.826292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:54.826320] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:54.830309] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-30T20:30:54.830604] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-30T20:30:54.830921] [INFO ] [sig       ] RSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:54.978143] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RSI.txt
[2025-12-30T20:30:54.978286] [INFO ] [sig       ] [2749/3539] Completed RSI in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-30T20:30:54.978326] [INFO ] [sig       ] [2750/3539] Forecasting RSKD...
[2025-12-30T20:30:54.978355] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-30T20:30:54.978386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-30T20:30:54.989521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-30T20:30:54.989831] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-30T20:30:54.990626] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-30T20:30:54.990680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:54.990711] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:54.990739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:54.990797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:55.049943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:55.050619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:55.050729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:55.050762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:55.169648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:55.169808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:55.169849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:55.169878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:55.173266] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-12-30T20:30:55.173543] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-30T20:30:55.173685] [INFO ] [sig       ] RSKD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:55.380389] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RSKD.txt
[2025-12-30T20:30:55.380538] [INFO ] [sig       ] [2750/3539] Completed RSKD in 0.4s | 2.89 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-30T20:30:55.380596] [INFO ] [sig       ] [2751/3539] Forecasting RSSS...
[2025-12-30T20:30:55.380632] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-30T20:30:55.380665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-30T20:30:55.392189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-30T20:30:55.392506] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-30T20:30:55.393445] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-30T20:30:55.393496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:55.393527] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:55.393553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:55.393627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:55.451680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:55.452443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:55.452526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:55.452559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:55.580209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:55.580361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:55.580421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:55.580451] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:55.583997] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-30T20:30:55.584298] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-30T20:30:55.584429] [INFO ] [sig       ] RSSS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:55.729598] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RSSS.txt
[2025-12-30T20:30:55.729734] [INFO ] [sig       ] [2751/3539] Completed RSSS in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:55.729773] [INFO ] [sig       ] [2752/3539] Forecasting RTO...
[2025-12-30T20:30:55.729804] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-30T20:30:55.729846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-30T20:30:55.742340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-30T20:30:55.742652] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-30T20:30:55.743410] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-30T20:30:55.743463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:55.743495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:55.743522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:55.743602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:55.803634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:55.804566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:55.804673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:55.804706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:55.932493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:55.932669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:55.932712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:55.932743] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:55.936188] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=52.16%)
[2025-12-30T20:30:55.936517] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-30T20:30:55.936674] [INFO ] [sig       ] RTO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:56.081470] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RTO.txt
[2025-12-30T20:30:56.081642] [INFO ] [sig       ] [2752/3539] Completed RTO in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:56.081686] [INFO ] [sig       ] [2753/3539] Forecasting RUM...
[2025-12-30T20:30:56.081716] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-30T20:30:56.081748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-30T20:30:56.093417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-30T20:30:56.093768] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-30T20:30:56.094531] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-30T20:30:56.094600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:56.094635] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:56.094662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:56.094721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:56.153960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:56.154778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:56.154862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:56.154896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:56.274730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:56.274903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:56.274946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:56.274976] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:56.278357] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-30T20:30:56.278650] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-30T20:30:56.278801] [INFO ] [sig       ] RUM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:56.425940] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RUM.txt
[2025-12-30T20:30:56.426122] [INFO ] [sig       ] [2753/3539] Completed RUM in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:56.426194] [INFO ] [sig       ] [2754/3539] Forecasting RUN...
[2025-12-30T20:30:56.426236] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-30T20:30:56.426279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-30T20:30:56.437690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-30T20:30:56.437988] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-30T20:30:56.438907] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-30T20:30:56.438961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:56.438994] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:56.439021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:56.439078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:56.498495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:56.499309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:56.499391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:56.499423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:56.619699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:56.619853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:56.619895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:56.619923] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:56.623638] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-30T20:30:56.623965] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-30T20:30:56.624097] [INFO ] [sig       ] RUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:56.769823] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RUN.txt
[2025-12-30T20:30:56.770187] [INFO ] [sig       ] [2754/3539] Completed RUN in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:56.770227] [INFO ] [sig       ] [2755/3539] Forecasting RUNN...
[2025-12-30T20:30:56.770257] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-30T20:30:56.770288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-30T20:30:56.783275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-30T20:30:56.783638] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-30T20:30:56.784431] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-30T20:30:56.784485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:56.784516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:56.784543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:56.784617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:56.842660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:56.843419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:56.843503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:56.843535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:56.963901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:56.964057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:56.964100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:56.964128] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:56.967547] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-30T20:30:56.968034] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-30T20:30:56.968160] [INFO ] [sig       ] RUNN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:57.137287] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RUNN.txt
[2025-12-30T20:30:57.137465] [INFO ] [sig       ] [2755/3539] Completed RUNN in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:57.137507] [INFO ] [sig       ] [2756/3539] Forecasting RUSHA...
[2025-12-30T20:30:57.137537] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-30T20:30:57.137567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-30T20:30:57.149881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-30T20:30:57.150179] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-30T20:30:57.151002] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-30T20:30:57.151054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:57.151085] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:57.151111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:57.151169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:57.210437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:57.211182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:57.211272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:57.211307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:57.330992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:57.331145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:57.331186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:57.331215] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:57.334555] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-30T20:30:57.334848] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-30T20:30:57.334970] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:57.477202] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RUSHA.txt
[2025-12-30T20:30:57.477355] [INFO ] [sig       ] [2756/3539] Completed RUSHA in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:57.477395] [INFO ] [sig       ] [2757/3539] Forecasting RUSHB...
[2025-12-30T20:30:57.477424] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-30T20:30:57.477458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-30T20:30:57.490596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-30T20:30:57.490919] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-30T20:30:57.491694] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-30T20:30:57.491753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:57.491829] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:57.491861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:57.491918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:57.548451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:57.549316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:57.549399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:57.549431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:57.657364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:57.657515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:57.657556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:57.657602] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:57.660900] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-12-30T20:30:57.661175] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-30T20:30:57.661296] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:57.803868] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RUSHB.txt
[2025-12-30T20:30:57.804023] [INFO ] [sig       ] [2757/3539] Completed RUSHB in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:57.804063] [INFO ] [sig       ] [2758/3539] Forecasting RVMD...
[2025-12-30T20:30:57.804093] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-30T20:30:57.804124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-30T20:30:57.815836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-30T20:30:57.816371] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-30T20:30:57.817150] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-30T20:30:57.817202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:57.817234] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:57.817260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:57.817317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:57.875277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:57.876335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:57.876419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:57.876451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:58.005883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:58.006053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:58.006095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:58.006125] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:58.009602] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-30T20:30:58.009891] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-30T20:30:58.010013] [INFO ] [sig       ] RVMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:58.151742] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RVMD.txt
[2025-12-30T20:30:58.151902] [INFO ] [sig       ] [2758/3539] Completed RVMD in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:58.151943] [INFO ] [sig       ] [2759/3539] Forecasting RVSB...
[2025-12-30T20:30:58.151972] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-30T20:30:58.152003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-30T20:30:58.162898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-30T20:30:58.163210] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-30T20:30:58.163987] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-30T20:30:58.164039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:58.164072] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:58.164099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:58.164157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:58.220629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:58.221470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:58.221553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:58.221615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:58.338296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:58.338423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:58.338465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:58.338493] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:58.341833] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2025-12-30T20:30:58.342104] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-30T20:30:58.342224] [INFO ] [sig       ] RVSB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:58.483064] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RVSB.txt
[2025-12-30T20:30:58.483196] [INFO ] [sig       ] [2759/3539] Completed RVSB in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:58.483235] [INFO ] [sig       ] [2760/3539] Forecasting RVTY...
[2025-12-30T20:30:58.483264] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-30T20:30:58.483295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-30T20:30:58.494610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-30T20:30:58.494921] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-30T20:30:58.495739] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-30T20:30:58.495791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:58.495824] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:58.495852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:58.495910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:58.552991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:58.553635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:58.553718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:58.553750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:58.671955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:58.672114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:58.672155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:58.672224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:58.675751] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2025-12-30T20:30:58.676075] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-30T20:30:58.676216] [INFO ] [sig       ] RVTY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:30:58.820126] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RVTY.txt
[2025-12-30T20:30:58.820271] [INFO ] [sig       ] [2760/3539] Completed RVTY in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:58.820320] [INFO ] [sig       ] [2761/3539] Forecasting RWAY...
[2025-12-30T20:30:58.820351] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-30T20:30:58.820381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-30T20:30:58.831640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-30T20:30:58.831911] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-30T20:30:58.832701] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-30T20:30:58.832752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:58.832783] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:58.832809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:58.832866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:58.889087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:58.889823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:58.889921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:58.889955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:59.011821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:59.011974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:59.012013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:59.012042] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:59.015348] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-30T20:30:59.015655] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-30T20:30:59.015799] [INFO ] [sig       ] RWAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:59.159086] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RWAY.txt
[2025-12-30T20:30:59.159229] [INFO ] [sig       ] [2761/3539] Completed RWAY in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:59.159268] [INFO ] [sig       ] [2762/3539] Forecasting RXO...
[2025-12-30T20:30:59.159297] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-30T20:30:59.159326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-30T20:30:59.171935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-30T20:30:59.172228] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-30T20:30:59.172995] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-30T20:30:59.173047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:59.173079] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:59.173104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:59.173162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:59.230708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:59.231546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:59.231651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:59.231685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:59.349531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:59.349711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:59.349754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:59.349783] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:59.353154] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-30T20:30:59.353442] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-30T20:30:59.353609] [INFO ] [sig       ] RXO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:59.496519] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RXO.txt
[2025-12-30T20:30:59.496712] [INFO ] [sig       ] [2762/3539] Completed RXO in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:59.496807] [INFO ] [sig       ] [2763/3539] Forecasting RXRX...
[2025-12-30T20:30:59.496853] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-30T20:30:59.496886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-30T20:30:59.508458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-30T20:30:59.508859] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-30T20:30:59.509708] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-30T20:30:59.509772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:59.509811] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:59.509843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:59.509904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:59.569324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:59.570270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:59.570361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:59.570394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:30:59.695120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:30:59.695284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:30:59.695327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:30:59.695356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:30:59.699013] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-30T20:30:59.699369] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-30T20:30:59.699513] [INFO ] [sig       ] RXRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:30:59.855740] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RXRX.txt
[2025-12-30T20:30:59.855922] [INFO ] [sig       ] [2763/3539] Completed RXRX in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:30:59.855963] [INFO ] [sig       ] [2764/3539] Forecasting RY...
[2025-12-30T20:30:59.855992] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-30T20:30:59.856021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-30T20:30:59.867728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-30T20:30:59.868096] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-30T20:30:59.868904] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-30T20:30:59.868956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:30:59.868988] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:30:59.869014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:30:59.869072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:30:59.925141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:30:59.926012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:30:59.926100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:30:59.926133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:00.050403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:00.050565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:00.050669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:00.050700] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:00.054159] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-30T20:31:00.054478] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-30T20:31:00.054630] [INFO ] [sig       ] RY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:00.200632] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RY.txt
[2025-12-30T20:31:00.200778] [INFO ] [sig       ] [2764/3539] Completed RY in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:31:00.200818] [INFO ] [sig       ] [2765/3539] Forecasting RYAAY...
[2025-12-30T20:31:00.200847] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-30T20:31:00.200879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-30T20:31:00.212267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-30T20:31:00.212528] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-30T20:31:00.213498] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-30T20:31:00.213552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:00.213603] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:00.213631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:00.213689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:00.276346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:00.277293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:00.277547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:00.277607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:00.401978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:00.402136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:00.402177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:00.402205] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:00.405608] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-30T20:31:00.405911] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-30T20:31:00.406053] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:00.560434] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RYAAY.txt
[2025-12-30T20:31:00.560614] [INFO ] [sig       ] [2765/3539] Completed RYAAY in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:31:00.560658] [INFO ] [sig       ] [2766/3539] Forecasting RYAM...
[2025-12-30T20:31:00.560689] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-30T20:31:00.560720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-30T20:31:00.572791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-30T20:31:00.573134] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-30T20:31:00.573935] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-30T20:31:00.573989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:00.574019] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:00.574045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:00.574103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:00.632654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:00.633500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:00.633629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:00.633666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:00.777140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:00.777301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:00.777341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:00.777369] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:00.780816] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-30T20:31:00.781114] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-30T20:31:00.781246] [INFO ] [sig       ] RYAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:00.945382] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RYAM.txt
[2025-12-30T20:31:00.945526] [INFO ] [sig       ] [2766/3539] Completed RYAM in 0.4s | 2.89 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-30T20:31:00.945567] [INFO ] [sig       ] [2767/3539] Forecasting RYAN...
[2025-12-30T20:31:00.945618] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-30T20:31:00.945649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-30T20:31:00.958377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-30T20:31:00.958871] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-30T20:31:00.959967] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-30T20:31:00.960028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:00.960063] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:00.960092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:00.960163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:01.019554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:01.020463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:01.020605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:01.020644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:01.140452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:01.140643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:01.140688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:01.140719] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:01.144399] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-30T20:31:01.144777] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-30T20:31:01.144922] [INFO ] [sig       ] RYAN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:01.293274] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RYAN.txt
[2025-12-30T20:31:01.293439] [INFO ] [sig       ] [2767/3539] Completed RYAN in 0.3s | 2.89 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-30T20:31:01.293480] [INFO ] [sig       ] [2768/3539] Forecasting RYI...
[2025-12-30T20:31:01.293510] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-30T20:31:01.293540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-30T20:31:01.306677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-30T20:31:01.307018] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-30T20:31:01.307807] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-30T20:31:01.307859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:01.307900] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:01.307928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:01.307986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:01.365372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:01.366258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:01.366347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:01.366381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:01.497826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:01.498020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:01.498069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:01.498100] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:01.502002] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-12-30T20:31:01.502360] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-30T20:31:01.502503] [INFO ] [sig       ] RYI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:01.649324] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RYI.txt
[2025-12-30T20:31:01.649493] [INFO ] [sig       ] [2768/3539] Completed RYI in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:01.649534] [INFO ] [sig       ] [2769/3539] Forecasting RYN...
[2025-12-30T20:31:01.649564] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-30T20:31:01.649617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-30T20:31:01.661271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-30T20:31:01.661665] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-30T20:31:01.662457] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-30T20:31:01.662510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:01.662542] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:01.662590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:01.662651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:01.722098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:01.723013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:01.723101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:01.723133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:01.835168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:01.835335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:01.835375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:01.835403] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:01.838814] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-30T20:31:01.839104] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-30T20:31:01.839226] [INFO ] [sig       ] RYN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:01.982220] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RYN.txt
[2025-12-30T20:31:01.982380] [INFO ] [sig       ] [2769/3539] Completed RYN in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:01.982421] [INFO ] [sig       ] [2770/3539] Forecasting RYTM...
[2025-12-30T20:31:01.982450] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-30T20:31:01.982480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-30T20:31:01.993990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-30T20:31:01.994360] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-30T20:31:01.995142] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-30T20:31:01.995194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:01.995225] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:01.995251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:01.995308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:02.052640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:02.053750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:02.053841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:02.053873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:02.175644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:02.175808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:02.175848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:02.175877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:02.179876] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-30T20:31:02.180376] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-30T20:31:02.180504] [INFO ] [sig       ] RYTM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:02.326937] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/RYTM.txt
[2025-12-30T20:31:02.327137] [INFO ] [sig       ] [2770/3539] Completed RYTM in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:02.327178] [INFO ] [sig       ] [2771/3539] Forecasting RZB...
[2025-12-30T20:31:02.327208] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-30T20:31:02.327246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-30T20:31:02.338491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-30T20:31:02.338931] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-30T20:31:02.339734] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-30T20:31:02.339786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:02.339824] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:02.339851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:02.339914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:02.397486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:02.398391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:02.398488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:02.398520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:02.521938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:02.522132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:02.522175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:02.522203] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:02.525858] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-30T20:31:02.526168] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-30T20:31:02.526299] [INFO ] [sig       ] RZB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:02.668643] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RZB.txt
[2025-12-30T20:31:02.668831] [INFO ] [sig       ] [2771/3539] Completed RZB in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:02.668874] [INFO ] [sig       ] [2772/3539] Forecasting RZC...
[2025-12-30T20:31:02.668912] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-30T20:31:02.668945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-30T20:31:02.680738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-30T20:31:02.681131] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-30T20:31:02.681954] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-30T20:31:02.682009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:02.682042] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:02.682082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:02.682152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:02.746526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:02.747441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:02.747534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:02.747590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:02.883235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:02.883429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:02.883499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:02.883554] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:02.888655] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-30T20:31:02.889022] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-30T20:31:02.889162] [INFO ] [sig       ] RZC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:03.034805] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/RZC.txt
[2025-12-30T20:31:03.034963] [INFO ] [sig       ] [2772/3539] Completed RZC in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:03.035003] [INFO ] [sig       ] [2773/3539] Forecasting S...
[2025-12-30T20:31:03.035034] [INFO ] [sig       ] Generating forecast for: S
[2025-12-30T20:31:03.035065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-30T20:31:03.047557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-30T20:31:03.047936] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-30T20:31:03.048792] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-30T20:31:03.048846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:03.048879] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:03.048908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:03.048967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:03.108889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:03.109740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:03.109821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:03.109853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:03.236789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:03.236973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:03.237016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:03.237045] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:03.240489] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-30T20:31:03.240783] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-30T20:31:03.240906] [INFO ] [sig       ] S: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:03.388061] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/S.txt
[2025-12-30T20:31:03.388228] [INFO ] [sig       ] [2773/3539] Completed S in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:03.388269] [INFO ] [sig       ] [2774/3539] Forecasting SA...
[2025-12-30T20:31:03.388299] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-30T20:31:03.388332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-30T20:31:03.401735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-30T20:31:03.402082] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-30T20:31:03.402891] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-30T20:31:03.402945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:03.403006] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:03.403035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:03.403093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:03.463930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:03.464806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:03.464894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:03.464928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:03.589689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:03.589848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:03.589890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:03.589919] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:03.593331] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2025-12-30T20:31:03.593634] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-30T20:31:03.593765] [INFO ] [sig       ] SA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:03.746899] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SA.txt
[2025-12-30T20:31:03.747079] [INFO ] [sig       ] [2774/3539] Completed SA in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:03.747131] [INFO ] [sig       ] [2775/3539] Forecasting SAFE...
[2025-12-30T20:31:03.747164] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-30T20:31:03.747195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-30T20:31:03.760174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-30T20:31:03.760567] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-30T20:31:03.761448] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-30T20:31:03.761513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:03.761553] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:03.761615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:03.761688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:03.823457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:03.824341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:03.824439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:03.824473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:03.944697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:03.944857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:03.944899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:03.944927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:03.948249] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-12-30T20:31:03.948526] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-30T20:31:03.948668] [INFO ] [sig       ] SAFE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:04.096621] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SAFE.txt
[2025-12-30T20:31:04.096764] [INFO ] [sig       ] [2775/3539] Completed SAFE in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:04.096805] [INFO ] [sig       ] [2776/3539] Forecasting SAH...
[2025-12-30T20:31:04.096836] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-30T20:31:04.096867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-30T20:31:04.108199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-30T20:31:04.108525] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-30T20:31:04.109361] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-30T20:31:04.109414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:04.109445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:04.109470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:04.109527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:04.167676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:04.168341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:04.168421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:04.168455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:04.286626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:04.286778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:04.286819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:04.286847] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:04.291400] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-30T20:31:04.291885] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-30T20:31:04.292053] [INFO ] [sig       ] SAH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:04.436140] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAH.txt
[2025-12-30T20:31:04.436300] [INFO ] [sig       ] [2776/3539] Completed SAH in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:04.436344] [INFO ] [sig       ] [2777/3539] Forecasting SAIA...
[2025-12-30T20:31:04.436379] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-30T20:31:04.436421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-30T20:31:04.448009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-30T20:31:04.448334] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-30T20:31:04.449170] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-30T20:31:04.449224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:04.449256] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:04.449283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:04.449341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:04.510393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:04.511090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:04.511176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:04.511210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:04.639599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:04.639770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:04.639813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:04.639882] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:04.643533] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-30T20:31:04.643866] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-30T20:31:04.643997] [INFO ] [sig       ] SAIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:04.790935] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAIA.txt
[2025-12-30T20:31:04.791106] [INFO ] [sig       ] [2777/3539] Completed SAIA in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:04.791146] [INFO ] [sig       ] [2778/3539] Forecasting SAIC...
[2025-12-30T20:31:04.791175] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-30T20:31:04.791207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-30T20:31:04.803900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-30T20:31:04.804238] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-30T20:31:04.805051] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-30T20:31:04.805104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:04.805136] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:04.805163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:04.805222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:04.866593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:04.867467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:04.867557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:04.867612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:04.995452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:04.995639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:04.995683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:04.995712] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:04.999227] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2025-12-30T20:31:04.999536] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-30T20:31:04.999691] [INFO ] [sig       ] SAIC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:05.142097] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SAIC.txt
[2025-12-30T20:31:05.142235] [INFO ] [sig       ] [2778/3539] Completed SAIC in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:05.142274] [INFO ] [sig       ] [2779/3539] Forecasting SAM...
[2025-12-30T20:31:05.142303] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-30T20:31:05.142333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-30T20:31:05.153426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-30T20:31:05.153732] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-30T20:31:05.154484] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-30T20:31:05.154536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:05.154567] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:05.154615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:05.154673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:05.215438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:05.216279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:05.216365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:05.216399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:05.336395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:05.336554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:05.336614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:05.336644] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:05.340034] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-12-30T20:31:05.340316] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-30T20:31:05.340441] [INFO ] [sig       ] SAM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:05.479799] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAM.txt
[2025-12-30T20:31:05.479926] [INFO ] [sig       ] [2779/3539] Completed SAM in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:05.479965] [INFO ] [sig       ] [2780/3539] Forecasting SAMG...
[2025-12-30T20:31:05.479994] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-30T20:31:05.480025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-30T20:31:05.491673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-30T20:31:05.491955] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-30T20:31:05.492761] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-30T20:31:05.492813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:05.492844] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:05.492870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:05.492927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:05.549416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:05.550086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:05.550166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:05.550198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:05.669875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:05.670056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:05.670102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:05.670131] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:05.673646] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-30T20:31:05.673938] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-30T20:31:05.674068] [INFO ] [sig       ] SAMG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:05.812711] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAMG.txt
[2025-12-30T20:31:05.812856] [INFO ] [sig       ] [2780/3539] Completed SAMG in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:05.812898] [INFO ] [sig       ] [2781/3539] Forecasting SAN...
[2025-12-30T20:31:05.812926] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-30T20:31:05.812963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-30T20:31:05.824886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-30T20:31:05.825220] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-30T20:31:05.826040] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-30T20:31:05.826106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:05.826140] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:05.826167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:05.826225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:05.884441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:05.885303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:05.885391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:05.885425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:06.017001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:06.017161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:06.017207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:06.017243] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:06.020767] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-30T20:31:06.021269] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-30T20:31:06.021405] [INFO ] [sig       ] SAN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:06.168319] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAN.txt
[2025-12-30T20:31:06.168535] [INFO ] [sig       ] [2781/3539] Completed SAN in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:06.168626] [INFO ] [sig       ] [2782/3539] Forecasting SANA...
[2025-12-30T20:31:06.168675] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-30T20:31:06.168743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-30T20:31:06.184257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-30T20:31:06.184729] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-30T20:31:06.185956] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-30T20:31:06.186021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:06.186065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:06.186100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:06.186179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:06.253983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:06.254945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:06.255050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:06.255085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:06.376756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:06.377036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:06.377085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:06.377115] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:06.380669] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-30T20:31:06.380966] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-30T20:31:06.381107] [INFO ] [sig       ] SANA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:06.522940] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SANA.txt
[2025-12-30T20:31:06.523102] [INFO ] [sig       ] [2782/3539] Completed SANA in 0.4s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:06.523143] [INFO ] [sig       ] [2783/3539] Forecasting SANM...
[2025-12-30T20:31:06.523172] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-30T20:31:06.523210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-30T20:31:06.535474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-30T20:31:06.535855] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-30T20:31:06.536650] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-30T20:31:06.536714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:06.536761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:06.536789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:06.536848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:06.593789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:06.594651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:06.594736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:06.594768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:06.714126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:06.714289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:06.714329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:06.714356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:06.717663] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-30T20:31:06.717943] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-30T20:31:06.718067] [INFO ] [sig       ] SANM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:06.860500] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SANM.txt
[2025-12-30T20:31:06.860665] [INFO ] [sig       ] [2783/3539] Completed SANM in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:06.860705] [INFO ] [sig       ] [2784/3539] Forecasting SAP...
[2025-12-30T20:31:06.860735] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-30T20:31:06.860765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-30T20:31:06.873298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-30T20:31:06.873633] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-30T20:31:06.874383] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-30T20:31:06.874434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:06.874465] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:06.874493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:06.874550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:06.941870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:06.942795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:06.942919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:06.942952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:07.063122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:07.063240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:07.063277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:07.063305] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:07.066442] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-30T20:31:07.066734] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-30T20:31:07.066856] [INFO ] [sig       ] SAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:07.209652] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SAP.txt
[2025-12-30T20:31:07.209779] [INFO ] [sig       ] [2784/3539] Completed SAP in 0.3s | 2.89 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-30T20:31:07.209824] [INFO ] [sig       ] [2785/3539] Forecasting SARK...
[2025-12-30T20:31:07.209855] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-30T20:31:07.209886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-30T20:31:07.227334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-30T20:31:07.227852] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-30T20:31:07.229076] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-30T20:31:07.229336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:07.229392] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:07.229442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:07.229535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:07.295953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:07.296815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:07.296902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:07.296935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:07.414269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:07.414436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:07.414478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:07.414505] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:07.417875] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=71.16%)
[2025-12-30T20:31:07.418154] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-30T20:31:07.418274] [INFO ] [sig       ] SARK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:07.558075] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SARK.txt
[2025-12-30T20:31:07.558211] [INFO ] [sig       ] [2785/3539] Completed SARK in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:07.558249] [INFO ] [sig       ] [2786/3539] Forecasting SATL...
[2025-12-30T20:31:07.558278] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-30T20:31:07.558308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-30T20:31:07.569989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-30T20:31:07.570310] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-30T20:31:07.571119] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-30T20:31:07.571172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:07.571203] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:07.571230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:07.571287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:07.628300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:07.628973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:07.629057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:07.629092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:07.745493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:07.745643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:07.745682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:07.745709] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:07.748966] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-30T20:31:07.749280] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-30T20:31:07.749404] [INFO ] [sig       ] SATL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:07.893384] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SATL.txt
[2025-12-30T20:31:07.893505] [INFO ] [sig       ] [2786/3539] Completed SATL in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:07.893543] [INFO ] [sig       ] [2787/3539] Forecasting SATS...
[2025-12-30T20:31:07.893589] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-30T20:31:07.893622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-30T20:31:07.908943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-30T20:31:07.909672] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-30T20:31:07.911172] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-30T20:31:07.911253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:07.911304] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:07.911346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:07.911432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:07.975308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:07.976668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:07.976783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:07.976817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:08.105785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:08.106024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:08.106073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:08.106105] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:08.110680] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-30T20:31:08.111095] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-30T20:31:08.111258] [INFO ] [sig       ] SATS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:08.258529] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SATS.txt
[2025-12-30T20:31:08.258768] [INFO ] [sig       ] [2787/3539] Completed SATS in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:08.258813] [INFO ] [sig       ] [2788/3539] Forecasting SAVA...
[2025-12-30T20:31:08.258844] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-30T20:31:08.258875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-30T20:31:08.272471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-30T20:31:08.272871] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-30T20:31:08.273671] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-30T20:31:08.273723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:08.273756] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:08.273782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:08.273839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:08.330019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:08.330932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:08.331021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:08.331055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:08.449936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:08.450129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:08.450194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:08.450225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:08.453694] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-12-30T20:31:08.453985] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-30T20:31:08.454107] [INFO ] [sig       ] SAVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:08.594648] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SAVA.txt
[2025-12-30T20:31:08.594780] [INFO ] [sig       ] [2788/3539] Completed SAVA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:08.594819] [INFO ] [sig       ] [2789/3539] Forecasting SB...
[2025-12-30T20:31:08.594848] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-30T20:31:08.594878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-30T20:31:08.607128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-30T20:31:08.607474] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-30T20:31:08.608262] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-30T20:31:08.608315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:08.608346] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:08.608372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:08.608430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:08.668237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:08.668964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:08.669054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:08.669086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:08.789738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:08.789906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:08.789949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:08.789978] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:08.793414] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=54.38%)
[2025-12-30T20:31:08.793710] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-30T20:31:08.793836] [INFO ] [sig       ] SB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:08.933215] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SB.txt
[2025-12-30T20:31:08.933346] [INFO ] [sig       ] [2789/3539] Completed SB in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:08.933385] [INFO ] [sig       ] [2790/3539] Forecasting SBAC...
[2025-12-30T20:31:08.933413] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-30T20:31:08.933444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-30T20:31:08.945897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-30T20:31:08.946320] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-30T20:31:08.947156] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-30T20:31:08.947211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:08.947244] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:08.947270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:08.947327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:09.004847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:09.005832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:09.005926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:09.005958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:09.129432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:09.129621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:09.129664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:09.129693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:09.133426] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-30T20:31:09.133762] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-30T20:31:09.133898] [INFO ] [sig       ] SBAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:09.304542] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBAC.txt
[2025-12-30T20:31:09.304804] [INFO ] [sig       ] [2790/3539] Completed SBAC in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:09.304873] [INFO ] [sig       ] [2791/3539] Forecasting SBCF...
[2025-12-30T20:31:09.304923] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-30T20:31:09.304967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-30T20:31:09.323058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-30T20:31:09.323627] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-30T20:31:09.324859] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-30T20:31:09.324937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:09.325019] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:09.325060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:09.325151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:09.393557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:09.394475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:09.394596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:09.394634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:09.521715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:09.521955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:09.521999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:09.522027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:09.525820] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-30T20:31:09.526172] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-30T20:31:09.526312] [INFO ] [sig       ] SBCF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:09.699750] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SBCF.txt
[2025-12-30T20:31:09.699989] [INFO ] [sig       ] [2791/3539] Completed SBCF in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:09.700052] [INFO ] [sig       ] [2792/3539] Forecasting SBFM...
[2025-12-30T20:31:09.700101] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-30T20:31:09.700149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-30T20:31:09.717285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-30T20:31:09.717858] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-30T20:31:09.719458] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-30T20:31:09.719544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:09.719664] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:09.719719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:09.719816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:09.808262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:09.809514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:09.809667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:09.809713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:09.964232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:09.964424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:09.964477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:09.964511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:09.969042] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-30T20:31:09.969561] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-30T20:31:09.969807] [INFO ] [sig       ] SBFM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:10.163747] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SBFM.txt
[2025-12-30T20:31:10.163920] [INFO ] [sig       ] [2792/3539] Completed SBFM in 0.5s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:10.163968] [INFO ] [sig       ] [2793/3539] Forecasting SBGI...
[2025-12-30T20:31:10.163999] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-30T20:31:10.164031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-30T20:31:10.181014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-30T20:31:10.181463] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-30T20:31:10.182612] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-30T20:31:10.182685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:10.182739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:10.182787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:10.182882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:10.278953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:10.280017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:10.280123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:10.280156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:10.423289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:10.423467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:10.423511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:10.423539] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:10.427127] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2025-12-30T20:31:10.427468] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-30T20:31:10.427634] [INFO ] [sig       ] SBGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:10.585138] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBGI.txt
[2025-12-30T20:31:10.585299] [INFO ] [sig       ] [2793/3539] Completed SBGI in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:10.585339] [INFO ] [sig       ] [2794/3539] Forecasting SBH...
[2025-12-30T20:31:10.585370] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-30T20:31:10.585402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-30T20:31:10.600592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-30T20:31:10.601081] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-30T20:31:10.602248] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-30T20:31:10.602318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:10.602372] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:10.602420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:10.602513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:10.664057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:10.665001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:10.665091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:10.665125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:10.790914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:10.791085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:10.791129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:10.791210] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:10.795457] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-12-30T20:31:10.795962] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-30T20:31:10.796154] [INFO ] [sig       ] SBH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:10.950479] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SBH.txt
[2025-12-30T20:31:10.950673] [INFO ] [sig       ] [2794/3539] Completed SBH in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:10.950719] [INFO ] [sig       ] [2795/3539] Forecasting SBI...
[2025-12-30T20:31:10.950753] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-30T20:31:10.950784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-30T20:31:10.965911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-30T20:31:10.966332] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-30T20:31:10.967384] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-30T20:31:10.967450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:10.967502] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:10.967551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:10.967674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:11.034692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:11.035537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:11.035650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:11.035686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:11.153092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:11.153242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:11.153282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:11.153310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:11.156642] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-30T20:31:11.156916] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-30T20:31:11.157041] [INFO ] [sig       ] SBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:11.301473] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBI.txt
[2025-12-30T20:31:11.301642] [INFO ] [sig       ] [2795/3539] Completed SBI in 0.4s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:11.301691] [INFO ] [sig       ] [2796/3539] Forecasting SBLK...
[2025-12-30T20:31:11.301730] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-30T20:31:11.301761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-30T20:31:11.316450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-30T20:31:11.316830] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-30T20:31:11.317838] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-30T20:31:11.317903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:11.317945] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:11.317982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:11.318067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:11.377423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:11.378071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:11.378154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:11.378187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:11.495628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:11.495801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:11.495844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:11.495873] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:11.499179] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=36.39%)
[2025-12-30T20:31:11.499454] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-30T20:31:11.499595] [INFO ] [sig       ] SBLK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:11.639101] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBLK.txt
[2025-12-30T20:31:11.639244] [INFO ] [sig       ] [2796/3539] Completed SBLK in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:11.639284] [INFO ] [sig       ] [2797/3539] Forecasting SBRA...
[2025-12-30T20:31:11.639313] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-30T20:31:11.639343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-30T20:31:11.651106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-30T20:31:11.651491] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-30T20:31:11.652286] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-30T20:31:11.652339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:11.652370] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:11.652395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:11.652451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:11.708272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:11.709161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:11.709249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:11.709282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:11.829157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:11.829322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:11.829362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:11.829390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:11.832754] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-30T20:31:11.833025] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-30T20:31:11.833147] [INFO ] [sig       ] SBRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:11.972506] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBRA.txt
[2025-12-30T20:31:11.972687] [INFO ] [sig       ] [2797/3539] Completed SBRA in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:11.972728] [INFO ] [sig       ] [2798/3539] Forecasting SBS...
[2025-12-30T20:31:11.972758] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-30T20:31:11.972789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-30T20:31:11.984205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-30T20:31:11.984519] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-30T20:31:11.985324] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-30T20:31:11.985376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:11.985408] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:11.985435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:11.985492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:12.042107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:12.042831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:12.042913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:12.042947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:12.170254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:12.170414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:12.170456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:12.170484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:12.174086] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-30T20:31:12.174362] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-30T20:31:12.174484] [INFO ] [sig       ] SBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:12.313943] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBS.txt
[2025-12-30T20:31:12.314072] [INFO ] [sig       ] [2798/3539] Completed SBS in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:12.314111] [INFO ] [sig       ] [2799/3539] Forecasting SBSI...
[2025-12-30T20:31:12.314140] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-30T20:31:12.314171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-30T20:31:12.325657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-30T20:31:12.326040] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-30T20:31:12.326826] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-30T20:31:12.326878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:12.326909] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:12.326936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:12.326994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:12.383274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:12.384138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:12.384224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:12.384257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:12.498348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:12.498483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:12.498521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:12.498563] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:12.501926] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-30T20:31:12.502197] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-30T20:31:12.502319] [INFO ] [sig       ] SBSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:12.642501] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SBSI.txt
[2025-12-30T20:31:12.642673] [INFO ] [sig       ] [2799/3539] Completed SBSI in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:12.642714] [INFO ] [sig       ] [2800/3539] Forecasting SBUX...
[2025-12-30T20:31:12.642745] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-30T20:31:12.642775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-30T20:31:12.653957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-30T20:31:12.654251] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-30T20:31:12.655024] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-30T20:31:12.655076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:12.655106] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:12.655131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:12.655188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:12.711983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:12.712810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:12.712894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:12.712925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:12.836651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:12.836810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:12.836850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:12.836878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:12.840179] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-12-30T20:31:12.840453] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-30T20:31:12.840588] [INFO ] [sig       ] SBUX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:12.980127] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SBUX.txt
[2025-12-30T20:31:12.980282] [INFO ] [sig       ] [2800/3539] Completed SBUX in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:12.980320] [INFO ] [sig       ] [2801/3539] Forecasting SCD...
[2025-12-30T20:31:12.980349] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-30T20:31:12.980379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-30T20:31:12.991795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-30T20:31:12.992150] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-30T20:31:12.992937] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-30T20:31:12.992989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:12.993020] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:12.993046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:12.993109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:13.049423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:13.050207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:13.050319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:13.050366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:13.170185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:13.170369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:13.170413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:13.170441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:13.174112] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-30T20:31:13.174393] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-30T20:31:13.174515] [INFO ] [sig       ] SCD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:13.315644] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SCD.txt
[2025-12-30T20:31:13.315796] [INFO ] [sig       ] [2801/3539] Completed SCD in 0.3s | 2.89 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-30T20:31:13.315837] [INFO ] [sig       ] [2802/3539] Forecasting SCHL...
[2025-12-30T20:31:13.315868] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-30T20:31:13.315898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-30T20:31:13.329048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-30T20:31:13.329522] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-30T20:31:13.330529] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-30T20:31:13.330603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:13.330639] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:13.330666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:13.330725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:13.389833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:13.390794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:13.390889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:13.390922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:13.515232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:13.515396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:13.515437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:13.515467] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:13.518864] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-30T20:31:13.519143] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-30T20:31:13.519267] [INFO ] [sig       ] SCHL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:13.664710] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SCHL.txt
[2025-12-30T20:31:13.664851] [INFO ] [sig       ] [2802/3539] Completed SCHL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:13.664890] [INFO ] [sig       ] [2803/3539] Forecasting SCI...
[2025-12-30T20:31:13.664919] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-30T20:31:13.664949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-30T20:31:13.676168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-30T20:31:13.676475] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-30T20:31:13.677262] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-30T20:31:13.677315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:13.677347] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:13.677386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:13.677446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:13.734240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:13.735018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:13.735114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:13.735154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:13.851763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:13.851912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:13.851954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:13.851981] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:13.855297] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-30T20:31:13.855568] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-30T20:31:13.855706] [INFO ] [sig       ] SCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:13.997035] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SCI.txt
[2025-12-30T20:31:13.997163] [INFO ] [sig       ] [2803/3539] Completed SCI in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:13.997201] [INFO ] [sig       ] [2804/3539] Forecasting SCL...
[2025-12-30T20:31:13.997231] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-30T20:31:13.997260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-30T20:31:14.008687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-30T20:31:14.009042] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-30T20:31:14.009877] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-30T20:31:14.009930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:14.009963] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:14.009991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:14.010053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:14.068585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:14.069303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:14.069387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:14.069422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:14.188245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:14.188626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:14.188667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:14.188695] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:14.192415] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-30T20:31:14.192714] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-30T20:31:14.192838] [INFO ] [sig       ] SCL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:14.337072] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SCL.txt
[2025-12-30T20:31:14.337236] [INFO ] [sig       ] [2804/3539] Completed SCL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:14.337278] [INFO ] [sig       ] [2805/3539] Forecasting SCM...
[2025-12-30T20:31:14.337309] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-30T20:31:14.337340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-30T20:31:14.348949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-30T20:31:14.349280] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-30T20:31:14.350115] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-30T20:31:14.350168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:14.350200] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:14.350227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:14.350284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:14.410223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:14.411129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:14.411217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:14.411251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:14.532509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:14.532706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:14.532749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:14.532776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:14.536517] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-30T20:31:14.536805] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-30T20:31:14.536925] [INFO ] [sig       ] SCM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:14.676862] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SCM.txt
[2025-12-30T20:31:14.676994] [INFO ] [sig       ] [2805/3539] Completed SCM in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:14.677033] [INFO ] [sig       ] [2806/3539] Forecasting SCSC...
[2025-12-30T20:31:14.677063] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-30T20:31:14.677099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-30T20:31:14.688928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-30T20:31:14.689267] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-30T20:31:14.690066] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-30T20:31:14.690122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:14.690155] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:14.690182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:14.690240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:14.748340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:14.749273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:14.749363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:14.749397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:14.869416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:14.869564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:14.869624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:14.869655] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:14.873055] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-12-30T20:31:14.873336] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-30T20:31:14.873461] [INFO ] [sig       ] SCSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:15.015590] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SCSC.txt
[2025-12-30T20:31:15.015757] [INFO ] [sig       ] [2806/3539] Completed SCSC in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:15.015797] [INFO ] [sig       ] [2807/3539] Forecasting SCVL...
[2025-12-30T20:31:15.015827] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-30T20:31:15.015864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-30T20:31:15.027599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-30T20:31:15.027989] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-30T20:31:15.028842] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-30T20:31:15.028897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:15.028929] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:15.028956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:15.029014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:15.086546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:15.087423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:15.087519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:15.087553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:15.214549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:15.214735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:15.214778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:15.214808] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:15.218409] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-30T20:31:15.218730] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-30T20:31:15.218870] [INFO ] [sig       ] SCVL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:15.363098] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SCVL.txt
[2025-12-30T20:31:15.363240] [INFO ] [sig       ] [2807/3539] Completed SCVL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:15.363280] [INFO ] [sig       ] [2808/3539] Forecasting SCZ...
[2025-12-30T20:31:15.363308] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-30T20:31:15.363338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-30T20:31:15.374993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-30T20:31:15.375360] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-30T20:31:15.376178] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-30T20:31:15.376231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:15.376288] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:15.376317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:15.376395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:15.435885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:15.436755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:15.436840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:15.436874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:15.556386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:15.556541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:15.556599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:15.556631] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:15.560307] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2025-12-30T20:31:15.560597] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-30T20:31:15.560720] [INFO ] [sig       ] SCZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:15.702295] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SCZ.txt
[2025-12-30T20:31:15.702453] [INFO ] [sig       ] [2808/3539] Completed SCZ in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:15.702496] [INFO ] [sig       ] [2809/3539] Forecasting SD...
[2025-12-30T20:31:15.702528] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-30T20:31:15.702559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-30T20:31:15.713954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-30T20:31:15.714272] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-30T20:31:15.715047] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-30T20:31:15.715099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:15.715130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:15.715156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:15.715212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:15.772697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:15.773554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:15.773660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:15.773695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:15.891728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:15.891883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:15.891923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:15.891952] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:15.895247] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-30T20:31:15.895518] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-30T20:31:15.895655] [INFO ] [sig       ] SD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:16.043261] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SD.txt
[2025-12-30T20:31:16.043411] [INFO ] [sig       ] [2809/3539] Completed SD in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:16.043450] [INFO ] [sig       ] [2810/3539] Forecasting SDA...
[2025-12-30T20:31:16.043479] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-30T20:31:16.043509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-30T20:31:16.055085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-30T20:31:16.055403] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-30T20:31:16.056247] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-30T20:31:16.056302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:16.056336] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:16.056364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:16.056422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:16.115686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:16.116430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:16.116515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:16.116550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:16.233946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:16.234099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:16.234143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:16.234171] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:16.237445] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-30T20:31:16.237760] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-30T20:31:16.237883] [INFO ] [sig       ] SDA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:16.378006] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SDA.txt
[2025-12-30T20:31:16.378152] [INFO ] [sig       ] [2810/3539] Completed SDA in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:16.378190] [INFO ] [sig       ] [2811/3539] Forecasting SDHY...
[2025-12-30T20:31:16.378219] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-30T20:31:16.378251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-30T20:31:16.390044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-30T20:31:16.390451] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-30T20:31:16.391267] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-30T20:31:16.391319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:16.391348] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:16.391374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:16.391430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:16.453209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:16.454093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:16.454177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:16.454211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:16.575494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:16.575663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:16.575705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:16.575732] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:16.579104] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-30T20:31:16.579380] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-30T20:31:16.579508] [INFO ] [sig       ] SDHY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:16.720860] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SDHY.txt
[2025-12-30T20:31:16.721011] [INFO ] [sig       ] [2811/3539] Completed SDHY in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:16.721050] [INFO ] [sig       ] [2812/3539] Forecasting SDRL...
[2025-12-30T20:31:16.721080] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-30T20:31:16.721110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-30T20:31:16.732252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-30T20:31:16.732547] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-30T20:31:16.733334] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-30T20:31:16.733388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:16.733420] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:16.733447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:16.733504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:16.791255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:16.791943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:16.792023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:16.792055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:16.911893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:16.912068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:16.912111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:16.912141] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:16.915567] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-30T20:31:16.915866] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-30T20:31:16.915991] [INFO ] [sig       ] SDRL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:17.059163] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SDRL.txt
[2025-12-30T20:31:17.059296] [INFO ] [sig       ] [2812/3539] Completed SDRL in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:17.059335] [INFO ] [sig       ] [2813/3539] Forecasting SDVY...
[2025-12-30T20:31:17.059364] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-30T20:31:17.059394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-30T20:31:17.071432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-30T20:31:17.071800] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-30T20:31:17.072590] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-30T20:31:17.072644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:17.072676] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:17.072704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:17.072763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:17.133159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:17.133941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:17.134022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:17.134054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:17.253642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:17.253796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:17.253838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:17.253868] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:17.257299] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-30T20:31:17.257591] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-30T20:31:17.257718] [INFO ] [sig       ] SDVY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:17.400101] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SDVY.txt
[2025-12-30T20:31:17.400229] [INFO ] [sig       ] [2813/3539] Completed SDVY in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:17.400267] [INFO ] [sig       ] [2814/3539] Forecasting SE...
[2025-12-30T20:31:17.400297] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-30T20:31:17.400326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-30T20:31:17.412193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-30T20:31:17.412536] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-30T20:31:17.413330] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-30T20:31:17.413387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:17.413421] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:17.413448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:17.413507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:17.471388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:17.472161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:17.472244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:17.472278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:17.597423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:17.597601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:17.597646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:17.597675] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:17.601048] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-30T20:31:17.601332] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-30T20:31:17.601459] [INFO ] [sig       ] SE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:17.746999] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SE.txt
[2025-12-30T20:31:17.747154] [INFO ] [sig       ] [2814/3539] Completed SE in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:17.747195] [INFO ] [sig       ] [2815/3539] Forecasting SEDG...
[2025-12-30T20:31:17.747224] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-30T20:31:17.747254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-30T20:31:17.760244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-30T20:31:17.760752] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-30T20:31:17.761751] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-30T20:31:17.761804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:17.761837] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:17.761864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:17.761923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:17.823660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:17.824469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:17.824551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:17.824603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:17.941553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:17.941717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:17.941757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:17.941785] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:17.945072] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-30T20:31:17.945345] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-30T20:31:17.945464] [INFO ] [sig       ] SEDG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:18.086062] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SEDG.txt
[2025-12-30T20:31:18.086195] [INFO ] [sig       ] [2815/3539] Completed SEDG in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:18.086233] [INFO ] [sig       ] [2816/3539] Forecasting SEE...
[2025-12-30T20:31:18.086262] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-30T20:31:18.086292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-30T20:31:18.097699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-30T20:31:18.098007] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-30T20:31:18.098833] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-30T20:31:18.098886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:18.098928] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:18.098957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:18.099016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:18.155717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:18.156430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:18.156511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:18.156543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:18.276892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:18.277034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:18.277072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:18.277109] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:18.280622] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-30T20:31:18.280896] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-30T20:31:18.281021] [INFO ] [sig       ] SEE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:18.421526] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SEE.txt
[2025-12-30T20:31:18.421665] [INFO ] [sig       ] [2816/3539] Completed SEE in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:18.421706] [INFO ] [sig       ] [2817/3539] Forecasting SEIC...
[2025-12-30T20:31:18.421735] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-30T20:31:18.421765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-30T20:31:18.433104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-30T20:31:18.433419] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-30T20:31:18.434220] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-30T20:31:18.434276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:18.434310] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:18.434337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:18.434398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:18.491330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:18.491992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:18.492071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:18.492103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:18.610510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:18.610677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:18.610718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:18.610749] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:18.614046] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-30T20:31:18.614324] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-30T20:31:18.614444] [INFO ] [sig       ] SEIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:18.755601] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SEIC.txt
[2025-12-30T20:31:18.755733] [INFO ] [sig       ] [2817/3539] Completed SEIC in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:18.755771] [INFO ] [sig       ] [2818/3539] Forecasting SELF...
[2025-12-30T20:31:18.755801] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-30T20:31:18.755831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-30T20:31:18.766795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-30T20:31:18.767089] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-30T20:31:18.767917] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-30T20:31:18.767970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:18.768003] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:18.768032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:18.768091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:18.825721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:18.826400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:18.826509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:18.826543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:18.931981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:18.932125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:18.932166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:18.932200] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:18.935563] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-30T20:31:18.935859] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-30T20:31:18.935983] [INFO ] [sig       ] SELF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:19.078102] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SELF.txt
[2025-12-30T20:31:19.078229] [INFO ] [sig       ] [2818/3539] Completed SELF in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:19.078267] [INFO ] [sig       ] [2819/3539] Forecasting SEM...
[2025-12-30T20:31:19.078296] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-30T20:31:19.078326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-30T20:31:19.089980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-30T20:31:19.090287] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-30T20:31:19.091079] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-30T20:31:19.091132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:19.091164] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:19.091193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:19.091255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:19.148360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:19.149086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:19.149166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:19.149198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:19.269814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:19.269971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:19.270011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:19.270043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:19.273319] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-30T20:31:19.273614] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-30T20:31:19.273736] [INFO ] [sig       ] SEM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:19.413594] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SEM.txt
[2025-12-30T20:31:19.413750] [INFO ] [sig       ] [2819/3539] Completed SEM in 0.3s | 2.89 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-30T20:31:19.413799] [INFO ] [sig       ] [2820/3539] Forecasting SENEA...
[2025-12-30T20:31:19.413830] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-30T20:31:19.413860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-30T20:31:19.424884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-30T20:31:19.425191] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-30T20:31:19.426021] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-30T20:31:19.426075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:19.426108] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:19.426136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:19.426194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:19.483409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:19.484051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:19.484132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:19.484164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:19.596952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:19.597105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:19.597147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:19.597175] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:19.600664] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-30T20:31:19.600935] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-30T20:31:19.601056] [INFO ] [sig       ] SENEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:19.752617] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SENEA.txt
[2025-12-30T20:31:19.752772] [INFO ] [sig       ] [2820/3539] Completed SENEA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:19.752811] [INFO ] [sig       ] [2821/3539] Forecasting SENS...
[2025-12-30T20:31:19.752841] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-30T20:31:19.752873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-30T20:31:19.764299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-30T20:31:19.764617] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-30T20:31:19.765615] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-30T20:31:19.765668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:19.765702] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:19.765729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:19.765788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:19.824762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:19.825642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:19.825731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:19.825764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:19.947411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:19.947561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:19.947621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:19.947652] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:19.951019] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-30T20:31:19.951332] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-30T20:31:19.951503] [INFO ] [sig       ] SENS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:20.092049] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SENS.txt
[2025-12-30T20:31:20.092255] [INFO ] [sig       ] [2821/3539] Completed SENS in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:20.092322] [INFO ] [sig       ] [2822/3539] Forecasting SERA...
[2025-12-30T20:31:20.092365] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-30T20:31:20.092407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-30T20:31:20.103848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-30T20:31:20.104266] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-30T20:31:20.105123] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-30T20:31:20.105178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:20.105212] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:20.105239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:20.105297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:20.163372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:20.164105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:20.164189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:20.164223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:20.282749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:20.282871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:20.282913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:20.282942] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:20.286265] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-30T20:31:20.286543] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-30T20:31:20.286685] [INFO ] [sig       ] SERA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:20.425948] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SERA.txt
[2025-12-30T20:31:20.426080] [INFO ] [sig       ] [2822/3539] Completed SERA in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:20.426120] [INFO ] [sig       ] [2823/3539] Forecasting SES...
[2025-12-30T20:31:20.426151] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-30T20:31:20.426183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-30T20:31:20.437433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-30T20:31:20.437759] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-30T20:31:20.438529] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-30T20:31:20.438601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:20.438636] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:20.438665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:20.438749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:20.495327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:20.496120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:20.496207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:20.496241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:20.618046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:20.618194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:20.618250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:20.618281] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:20.621773] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-30T20:31:20.622053] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-30T20:31:20.622177] [INFO ] [sig       ] SES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:20.769143] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SES.txt
[2025-12-30T20:31:20.769289] [INFO ] [sig       ] [2823/3539] Completed SES in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:20.769333] [INFO ] [sig       ] [2824/3539] Forecasting SEVN...
[2025-12-30T20:31:20.769364] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-30T20:31:20.769393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-30T20:31:20.780602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-30T20:31:20.780876] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-30T20:31:20.781667] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-30T20:31:20.781720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:20.781752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:20.781779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:20.781836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:20.843089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:20.843801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:20.843885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:20.843918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:20.962687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:20.962824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:20.962863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:20.962892] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:20.966296] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-30T20:31:20.966594] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-30T20:31:20.966720] [INFO ] [sig       ] SEVN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:21.109157] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SEVN.txt
[2025-12-30T20:31:21.109287] [INFO ] [sig       ] [2824/3539] Completed SEVN in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:21.109329] [INFO ] [sig       ] [2825/3539] Forecasting SEZL...
[2025-12-30T20:31:21.109358] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-30T20:31:21.109389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-30T20:31:21.120505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-30T20:31:21.120866] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-30T20:31:21.121844] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-30T20:31:21.121906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:21.121976] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:21.122015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:21.122094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:21.181638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:21.182395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:21.182479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:21.182512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:21.301742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:21.301882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:21.301924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:21.301952] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:21.305376] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-30T20:31:21.305680] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-30T20:31:21.305806] [INFO ] [sig       ] SEZL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:21.446542] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SEZL.txt
[2025-12-30T20:31:21.446686] [INFO ] [sig       ] [2825/3539] Completed SEZL in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:21.446725] [INFO ] [sig       ] [2826/3539] Forecasting SF...
[2025-12-30T20:31:21.446755] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-30T20:31:21.446786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-30T20:31:21.458196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-30T20:31:21.458502] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-30T20:31:21.459334] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-30T20:31:21.459388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:21.459420] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:21.459448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:21.459506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:21.517846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:21.518525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:21.518626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:21.518662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:21.641800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:21.641947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:21.641988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:21.642015] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:21.645545] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-30T20:31:21.645843] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-30T20:31:21.645970] [INFO ] [sig       ] SF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:21.787515] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SF.txt
[2025-12-30T20:31:21.787661] [INFO ] [sig       ] [2826/3539] Completed SF in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:21.787700] [INFO ] [sig       ] [2827/3539] Forecasting SFB...
[2025-12-30T20:31:21.787730] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-30T20:31:21.787759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-30T20:31:21.799559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-30T20:31:21.799927] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-30T20:31:21.801041] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-30T20:31:21.801095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:21.801139] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:21.801167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:21.801225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:21.859771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:21.860449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:21.860534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:21.860567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:21.971591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:21.971737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:21.971778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:21.971807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:21.975180] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-30T20:31:21.975455] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-30T20:31:21.975598] [INFO ] [sig       ] SFB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:22.116724] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SFB.txt
[2025-12-30T20:31:22.116868] [INFO ] [sig       ] [2827/3539] Completed SFB in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:22.116906] [INFO ] [sig       ] [2828/3539] Forecasting SFBS...
[2025-12-30T20:31:22.116935] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-30T20:31:22.116967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-30T20:31:22.128423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-30T20:31:22.128779] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-30T20:31:22.129561] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-30T20:31:22.129638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:22.129672] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:22.129699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:22.129757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:22.187345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:22.188024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:22.188106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:22.188140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:22.308818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:22.308970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:22.309013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:22.309043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:22.312491] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-30T20:31:22.312814] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-30T20:31:22.312957] [INFO ] [sig       ] SFBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:22.453778] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SFBS.txt
[2025-12-30T20:31:22.453907] [INFO ] [sig       ] [2828/3539] Completed SFBS in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:22.453945] [INFO ] [sig       ] [2829/3539] Forecasting SFIX...
[2025-12-30T20:31:22.453974] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-30T20:31:22.454004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-30T20:31:22.465272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-30T20:31:22.465603] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-30T20:31:22.466376] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-30T20:31:22.466431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:22.466463] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:22.466490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:22.466549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:22.526249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:22.526980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:22.527062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:22.527095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:22.655076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:22.655210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:22.655265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:22.655298] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:22.658722] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-30T20:31:22.659002] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-30T20:31:22.659128] [INFO ] [sig       ] SFIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:22.808980] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SFIX.txt
[2025-12-30T20:31:22.809149] [INFO ] [sig       ] [2829/3539] Completed SFIX in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:22.809207] [INFO ] [sig       ] [2830/3539] Forecasting SFL...
[2025-12-30T20:31:22.809246] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-30T20:31:22.809283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-30T20:31:22.821825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-30T20:31:22.822229] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-30T20:31:22.823091] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-30T20:31:22.823146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:22.823178] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:22.823206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:22.823264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:22.882756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:22.883691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:22.883784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:22.883816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:23.009714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:23.009881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:23.009921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:23.009949] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:23.013356] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-30T20:31:23.013673] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-30T20:31:23.013808] [INFO ] [sig       ] SFL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:23.159814] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SFL.txt
[2025-12-30T20:31:23.159970] [INFO ] [sig       ] [2830/3539] Completed SFL in 0.4s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:23.160009] [INFO ] [sig       ] [2831/3539] Forecasting SFLO...
[2025-12-30T20:31:23.160047] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-30T20:31:23.160078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-30T20:31:23.171755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-30T20:31:23.172114] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-30T20:31:23.172975] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-30T20:31:23.173029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:23.173062] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:23.173089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:23.173146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:23.232463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:23.233336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:23.233425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:23.233457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:23.357347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:23.357483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:23.357521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:23.357549] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:23.360840] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=60.03%)
[2025-12-30T20:31:23.361112] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-30T20:31:23.361229] [INFO ] [sig       ] SFLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:23.500671] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SFLO.txt
[2025-12-30T20:31:23.500795] [INFO ] [sig       ] [2831/3539] Completed SFLO in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:23.500834] [INFO ] [sig       ] [2832/3539] Forecasting SFM...
[2025-12-30T20:31:23.500863] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-30T20:31:23.500893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-30T20:31:23.512568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-30T20:31:23.512864] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-30T20:31:23.513668] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-30T20:31:23.513720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:23.513752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:23.513779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:23.513838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:23.570911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:23.571528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:23.571626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:23.571660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:23.688184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:23.688319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:23.688358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:23.688386] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:23.691713] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-12-30T20:31:23.691989] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-30T20:31:23.692114] [INFO ] [sig       ] SFM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:23.833036] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SFM.txt
[2025-12-30T20:31:23.833152] [INFO ] [sig       ] [2832/3539] Completed SFM in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:23.833189] [INFO ] [sig       ] [2833/3539] Forecasting SFNC...
[2025-12-30T20:31:23.833218] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-30T20:31:23.833247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-30T20:31:23.844405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-30T20:31:23.844692] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-30T20:31:23.845462] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-30T20:31:23.845514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:23.845544] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:23.845589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:23.845649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:23.902918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:23.903550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:23.903647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:23.903680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:24.023875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:24.024022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:24.024061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:24.024089] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:24.027348] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-30T20:31:24.027636] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-30T20:31:24.027763] [INFO ] [sig       ] SFNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:24.168093] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SFNC.txt
[2025-12-30T20:31:24.168215] [INFO ] [sig       ] [2833/3539] Completed SFNC in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:24.168254] [INFO ] [sig       ] [2834/3539] Forecasting SG...
[2025-12-30T20:31:24.168285] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-30T20:31:24.168317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-30T20:31:24.179728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-30T20:31:24.180006] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-30T20:31:24.180774] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-30T20:31:24.180825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:24.180856] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:24.180882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:24.180939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:24.238643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:24.239270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:24.239348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:24.239379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:24.357879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:24.358017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:24.358056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:24.358100] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:24.361514] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-30T20:31:24.361803] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-30T20:31:24.361924] [INFO ] [sig       ] SG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:24.503839] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SG.txt
[2025-12-30T20:31:24.503993] [INFO ] [sig       ] [2834/3539] Completed SG in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:24.504032] [INFO ] [sig       ] [2835/3539] Forecasting SGBX...
[2025-12-30T20:31:24.504062] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-30T20:31:24.504093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-30T20:31:24.515565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-30T20:31:24.515968] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-30T20:31:24.516751] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-30T20:31:24.516802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:24.516834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:24.516861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:24.516918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:24.575693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:24.576537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:24.576681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:24.576715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:24.693691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:24.693848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:24.693889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:24.693917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:24.697261] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-30T20:31:24.697538] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-30T20:31:24.697683] [INFO ] [sig       ] SGBX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:24.839737] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SGBX.txt
[2025-12-30T20:31:24.839862] [INFO ] [sig       ] [2835/3539] Completed SGBX in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:24.839901] [INFO ] [sig       ] [2836/3539] Forecasting SGC...
[2025-12-30T20:31:24.839932] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-30T20:31:24.839962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-30T20:31:24.851127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-30T20:31:24.851417] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-30T20:31:24.852174] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-30T20:31:24.852226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:24.852258] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:24.852284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:24.852346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:24.908653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:24.909256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:24.909337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:24.909368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:25.026803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:25.026944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:25.026983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:25.027012] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:25.030343] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-30T20:31:25.030638] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-30T20:31:25.030764] [INFO ] [sig       ] SGC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:25.171963] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SGC.txt
[2025-12-30T20:31:25.172100] [INFO ] [sig       ] [2836/3539] Completed SGC in 0.3s | 2.89 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-30T20:31:25.172139] [INFO ] [sig       ] [2837/3539] Forecasting SGHC...
[2025-12-30T20:31:25.172169] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-30T20:31:25.172199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-30T20:31:25.183751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-30T20:31:25.184041] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-30T20:31:25.184822] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-30T20:31:25.184873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:25.184903] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:25.184929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:25.184985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:25.241718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:25.242373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:25.242452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:25.242484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:25.363238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:25.363384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:25.363424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:25.363450] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:25.366744] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=39.83%)
[2025-12-30T20:31:25.367016] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-30T20:31:25.367137] [INFO ] [sig       ] SGHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:25.509248] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SGHC.txt
[2025-12-30T20:31:25.509379] [INFO ] [sig       ] [2837/3539] Completed SGHC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:25.509418] [INFO ] [sig       ] [2838/3539] Forecasting SGRY...
[2025-12-30T20:31:25.509447] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-30T20:31:25.509476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-30T20:31:25.520253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-30T20:31:25.520542] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-30T20:31:25.521303] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-30T20:31:25.521355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:25.521386] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:25.521412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:25.521480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:25.577404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:25.578021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:25.578101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:25.578132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:25.698539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:25.698664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:25.698723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:25.698758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:25.702154] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-30T20:31:25.702432] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-30T20:31:25.702555] [INFO ] [sig       ] SGRY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:25.851170] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SGRY.txt
[2025-12-30T20:31:25.851340] [INFO ] [sig       ] [2838/3539] Completed SGRY in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:25.851381] [INFO ] [sig       ] [2839/3539] Forecasting SHAK...
[2025-12-30T20:31:25.851413] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-30T20:31:25.851444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-30T20:31:25.863282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-30T20:31:25.863614] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-30T20:31:25.864427] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-30T20:31:25.864480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:25.864512] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:25.864539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:25.864613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:25.921158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:25.921858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:25.921945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:25.921978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:26.041723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:26.041870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:26.041910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:26.041939] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:26.045337] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-30T20:31:26.045634] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-30T20:31:26.045756] [INFO ] [sig       ] SHAK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:26.184876] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHAK.txt
[2025-12-30T20:31:26.185002] [INFO ] [sig       ] [2839/3539] Completed SHAK in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:26.185041] [INFO ] [sig       ] [2840/3539] Forecasting SHBI...
[2025-12-30T20:31:26.185069] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-30T20:31:26.185099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-30T20:31:26.196600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-30T20:31:26.196914] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-30T20:31:26.197763] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-30T20:31:26.197829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:26.197891] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:26.197935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:26.197995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:26.254777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:26.255375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:26.255459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:26.255489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:26.375212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:26.375353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:26.375395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:26.375424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:26.378885] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-12-30T20:31:26.379164] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-30T20:31:26.379284] [INFO ] [sig       ] SHBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:26.521358] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHBI.txt
[2025-12-30T20:31:26.521518] [INFO ] [sig       ] [2840/3539] Completed SHBI in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:26.521566] [INFO ] [sig       ] [2841/3539] Forecasting SHC...
[2025-12-30T20:31:26.521626] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-30T20:31:26.521659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-30T20:31:26.532972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-30T20:31:26.533330] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-30T20:31:26.534156] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-30T20:31:26.534210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:26.534244] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:26.534273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:26.534333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:26.593203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:26.594088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:26.594184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:26.594230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:26.715491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:26.715662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:26.715705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:26.715734] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:26.719064] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-30T20:31:26.719339] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-30T20:31:26.719465] [INFO ] [sig       ] SHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:26.859916] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHC.txt
[2025-12-30T20:31:26.860053] [INFO ] [sig       ] [2841/3539] Completed SHC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:26.860093] [INFO ] [sig       ] [2842/3539] Forecasting SHCO...
[2025-12-30T20:31:26.860123] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-30T20:31:26.860154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-30T20:31:26.870840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-30T20:31:26.871127] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-30T20:31:26.871900] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-30T20:31:26.871951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:26.872008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:26.872036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:26.872092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:26.928843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:26.929593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:26.929675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:26.929706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:27.052918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:27.053076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:27.053118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:27.053146] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:27.056444] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-30T20:31:27.056736] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-30T20:31:27.056860] [INFO ] [sig       ] SHCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:27.198971] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHCO.txt
[2025-12-30T20:31:27.199106] [INFO ] [sig       ] [2842/3539] Completed SHCO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:27.199144] [INFO ] [sig       ] [2843/3539] Forecasting SHEL...
[2025-12-30T20:31:27.199174] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-30T20:31:27.199203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-30T20:31:27.209972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-30T20:31:27.210287] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-30T20:31:27.211088] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-30T20:31:27.211141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:27.211174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:27.211202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:27.211261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:27.269532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:27.270217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:27.270300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:27.270333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:27.390327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:27.390490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:27.390532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:27.390561] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:27.393841] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-30T20:31:27.394115] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-30T20:31:27.394234] [INFO ] [sig       ] SHEL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:27.534346] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHEL.txt
[2025-12-30T20:31:27.534495] [INFO ] [sig       ] [2843/3539] Completed SHEL in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:27.534536] [INFO ] [sig       ] [2844/3539] Forecasting SHEN...
[2025-12-30T20:31:27.534564] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-30T20:31:27.534614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-30T20:31:27.545953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-30T20:31:27.546289] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-30T20:31:27.547086] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-30T20:31:27.547140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:27.547174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:27.547201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:27.547266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:27.606682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:27.607367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:27.607454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:27.607487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:27.728675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:27.728849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:27.728892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:27.728921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:27.732384] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-30T20:31:27.732714] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-30T20:31:27.732841] [INFO ] [sig       ] SHEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:27.877995] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHEN.txt
[2025-12-30T20:31:27.878130] [INFO ] [sig       ] [2844/3539] Completed SHEN in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:27.878168] [INFO ] [sig       ] [2845/3539] Forecasting SHFS...
[2025-12-30T20:31:27.878198] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-30T20:31:27.878228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-30T20:31:27.888659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-30T20:31:27.888986] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-30T20:31:27.889778] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-30T20:31:27.889830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:27.889861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:27.889888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:27.889945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:27.947033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:27.947746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:27.947831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:27.947863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:28.062430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:28.062598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:28.062640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:28.062701] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:28.066089] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-30T20:31:28.066382] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-30T20:31:28.066507] [INFO ] [sig       ] SHFS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:28.207432] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHFS.txt
[2025-12-30T20:31:28.207591] [INFO ] [sig       ] [2845/3539] Completed SHFS in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:28.207632] [INFO ] [sig       ] [2846/3539] Forecasting SHG...
[2025-12-30T20:31:28.207662] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-30T20:31:28.207693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-30T20:31:28.218542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-30T20:31:28.218896] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-30T20:31:28.219687] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-30T20:31:28.219742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:28.219775] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:28.219804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:28.219864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:28.278080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:28.278851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:28.278934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:28.278969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:28.402675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:28.402832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:28.402874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:28.402903] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:28.406276] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-30T20:31:28.406562] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-30T20:31:28.406707] [INFO ] [sig       ] SHG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:28.549617] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHG.txt
[2025-12-30T20:31:28.549757] [INFO ] [sig       ] [2846/3539] Completed SHG in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:28.549798] [INFO ] [sig       ] [2847/3539] Forecasting SHIP...
[2025-12-30T20:31:28.549829] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-30T20:31:28.549861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-30T20:31:28.561347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-30T20:31:28.561678] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-30T20:31:28.562456] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-30T20:31:28.562509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:28.562540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:28.562567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:28.562659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:28.622198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:28.622913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:28.622996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:28.623031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:28.749112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:28.749267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:28.749310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:28.749340] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:28.753061] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-30T20:31:28.753343] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-30T20:31:28.753490] [INFO ] [sig       ] SHIP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:28.897235] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHIP.txt
[2025-12-30T20:31:28.897372] [INFO ] [sig       ] [2847/3539] Completed SHIP in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:28.897410] [INFO ] [sig       ] [2848/3539] Forecasting SHLS...
[2025-12-30T20:31:28.897441] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-30T20:31:28.897473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-30T20:31:28.908689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-30T20:31:28.909011] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-30T20:31:28.909786] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-30T20:31:28.909837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:28.909868] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:28.909894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:28.909951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:28.969244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:28.970058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:28.970145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:28.970178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:29.093538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:29.093718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:29.093761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:29.093791] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:29.097256] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-30T20:31:29.097618] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-30T20:31:29.097761] [INFO ] [sig       ] SHLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:29.240108] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHLS.txt
[2025-12-30T20:31:29.240259] [INFO ] [sig       ] [2848/3539] Completed SHLS in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:29.240298] [INFO ] [sig       ] [2849/3539] Forecasting SHO...
[2025-12-30T20:31:29.240327] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-30T20:31:29.240357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-30T20:31:29.251486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-30T20:31:29.251845] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-30T20:31:29.252687] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-30T20:31:29.252740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:29.252774] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:29.252801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:29.252859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:29.311376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:29.312246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:29.312355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:29.312391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:29.436543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:29.436718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:29.436760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:29.436788] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:29.440207] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-30T20:31:29.440518] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-30T20:31:29.440675] [INFO ] [sig       ] SHO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:29.583047] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHO.txt
[2025-12-30T20:31:29.583208] [INFO ] [sig       ] [2849/3539] Completed SHO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:29.583249] [INFO ] [sig       ] [2850/3539] Forecasting SHOC...
[2025-12-30T20:31:29.583280] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-30T20:31:29.583310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-30T20:31:29.595459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-30T20:31:29.595869] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-30T20:31:29.596846] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-30T20:31:29.596912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:29.596955] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:29.596989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:29.597059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:29.658853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:29.659765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:29.659870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:29.659904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:29.772539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:29.772712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:29.772754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:29.772782] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:29.776134] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-12-30T20:31:29.776428] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-30T20:31:29.776557] [INFO ] [sig       ] SHOC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:29.931387] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHOC.txt
[2025-12-30T20:31:29.931553] [INFO ] [sig       ] [2850/3539] Completed SHOC in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:29.931613] [INFO ] [sig       ] [2851/3539] Forecasting SHOO...
[2025-12-30T20:31:29.931644] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-30T20:31:29.931674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-30T20:31:29.942778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-30T20:31:29.943155] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-30T20:31:29.943972] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-30T20:31:29.944037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:29.944069] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:29.944096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:29.944154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:30.006361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:30.007248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:30.007341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:30.007374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:30.124862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:30.125009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:30.125049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:30.125076] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:30.128351] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-30T20:31:30.128639] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-30T20:31:30.128801] [INFO ] [sig       ] SHOO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:30.269320] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHOO.txt
[2025-12-30T20:31:30.269495] [INFO ] [sig       ] [2851/3539] Completed SHOO in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:30.269539] [INFO ] [sig       ] [2852/3539] Forecasting SHOP...
[2025-12-30T20:31:30.269588] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-30T20:31:30.269623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-30T20:31:30.281854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-30T20:31:30.282258] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-30T20:31:30.283089] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-30T20:31:30.283143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:30.283175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:30.283205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:30.283265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:30.342043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:30.342940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:30.343062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:30.343097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:30.466905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:30.467061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:30.467102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:30.467130] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:30.470598] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-30T20:31:30.470889] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-30T20:31:30.471017] [INFO ] [sig       ] SHOP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:30.610667] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SHOP.txt
[2025-12-30T20:31:30.610802] [INFO ] [sig       ] [2852/3539] Completed SHOP in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:30.610841] [INFO ] [sig       ] [2853/3539] Forecasting SHY...
[2025-12-30T20:31:30.610872] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-30T20:31:30.610903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-30T20:31:30.622950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-30T20:31:30.623291] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-30T20:31:30.624091] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-30T20:31:30.624141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:30.624172] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:30.624198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:30.624255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:30.680907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:30.681634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:30.681719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:30.681752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:30.804094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:30.804246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:30.804295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:30.804324] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:30.807843] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-30T20:31:30.808129] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-30T20:31:30.808270] [INFO ] [sig       ] SHY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:30.950200] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SHY.txt
[2025-12-30T20:31:30.950343] [INFO ] [sig       ] [2853/3539] Completed SHY in 0.3s | 2.89 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-30T20:31:30.950383] [INFO ] [sig       ] [2854/3539] Forecasting SIBN...
[2025-12-30T20:31:30.950412] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-30T20:31:30.950443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-30T20:31:30.961821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-30T20:31:30.962148] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-30T20:31:30.962975] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-30T20:31:30.963030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:30.963061] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:30.963089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:30.963148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:31.021772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:31.022514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:31.022632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:31.022670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:31.142704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:31.142850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:31.142888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:31.142915] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:31.146171] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-30T20:31:31.146451] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-30T20:31:31.146587] [INFO ] [sig       ] SIBN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:31.308298] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SIBN.txt
[2025-12-30T20:31:31.308451] [INFO ] [sig       ] [2854/3539] Completed SIBN in 0.4s | 2.89 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-30T20:31:31.308498] [INFO ] [sig       ] [2855/3539] Forecasting SID...
[2025-12-30T20:31:31.308532] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-30T20:31:31.308563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-30T20:31:31.321006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-30T20:31:31.321359] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-30T20:31:31.322162] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-30T20:31:31.322215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:31.322248] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:31.322276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:31.322338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:31.380094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:31.380729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:31.380808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:31.380841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:31.500111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:31.500244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:31.500283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:31.500310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:31.503543] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-30T20:31:31.503955] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-30T20:31:31.504110] [INFO ] [sig       ] SID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:31.643667] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SID.txt
[2025-12-30T20:31:31.643812] [INFO ] [sig       ] [2855/3539] Completed SID in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:31.643861] [INFO ] [sig       ] [2856/3539] Forecasting SIEB...
[2025-12-30T20:31:31.643900] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-30T20:31:31.643940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-30T20:31:31.654884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-30T20:31:31.655153] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-30T20:31:31.655919] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-30T20:31:31.655970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:31.656002] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:31.656029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:31.656087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:31.715113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:31.715885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:31.715968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:31.716002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:31.836691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:31.836844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:31.836885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:31.836913] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:31.840224] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-30T20:31:31.840497] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-30T20:31:31.840654] [INFO ] [sig       ] SIEB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:31.980298] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SIEB.txt
[2025-12-30T20:31:31.980421] [INFO ] [sig       ] [2856/3539] Completed SIEB in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:31.980460] [INFO ] [sig       ] [2857/3539] Forecasting SIFY...
[2025-12-30T20:31:31.980491] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-30T20:31:31.980523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-30T20:31:31.991376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-30T20:31:31.991693] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-30T20:31:31.992497] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-30T20:31:31.992551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:31.992609] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:31.992642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:31.992702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:32.050115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:32.050974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:32.051058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:32.051092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:32.191396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:32.191563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:32.191645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:32.191675] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:32.195424] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-30T20:31:32.195832] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-30T20:31:32.195981] [INFO ] [sig       ] SIFY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:32.351924] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SIFY.txt
[2025-12-30T20:31:32.352080] [INFO ] [sig       ] [2857/3539] Completed SIFY in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:32.352119] [INFO ] [sig       ] [2858/3539] Forecasting SIG...
[2025-12-30T20:31:32.352150] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-30T20:31:32.352181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-30T20:31:32.363141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-30T20:31:32.363502] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-30T20:31:32.364275] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-30T20:31:32.364327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:32.364360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:32.364386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:32.364444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:32.421378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:32.422279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:32.422375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:32.422407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:32.538189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:32.538349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:32.538406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:32.538438] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:32.541806] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-30T20:31:32.542086] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-30T20:31:32.542209] [INFO ] [sig       ] SIG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:32.681956] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SIG.txt
[2025-12-30T20:31:32.682093] [INFO ] [sig       ] [2858/3539] Completed SIG in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:32.682133] [INFO ] [sig       ] [2859/3539] Forecasting SIGA...
[2025-12-30T20:31:32.682162] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-30T20:31:32.682192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-30T20:31:32.694099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-30T20:31:32.694356] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-30T20:31:32.695140] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-30T20:31:32.695195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:32.695251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:32.695280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:32.695339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:32.753907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:32.754536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:32.754634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:32.754670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:32.873629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:32.873769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:32.873808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:32.873837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:32.877079] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-30T20:31:32.877348] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-30T20:31:32.877469] [INFO ] [sig       ] SIGA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:33.021640] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SIGA.txt
[2025-12-30T20:31:33.021782] [INFO ] [sig       ] [2859/3539] Completed SIGA in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:33.021828] [INFO ] [sig       ] [2860/3539] Forecasting SIGI...
[2025-12-30T20:31:33.021859] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-30T20:31:33.021902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-30T20:31:33.033837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-30T20:31:33.034112] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-30T20:31:33.034887] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-30T20:31:33.034939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:33.034970] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:33.034997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:33.035054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:33.093757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:33.094385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:33.094483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:33.094521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:33.217424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:33.217607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:33.217649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:33.217678] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:33.221052] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2025-12-30T20:31:33.221329] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-30T20:31:33.221455] [INFO ] [sig       ] SIGI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:33.371566] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SIGI.txt
[2025-12-30T20:31:33.371744] [INFO ] [sig       ] [2860/3539] Completed SIGI in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:33.371786] [INFO ] [sig       ] [2861/3539] Forecasting SII...
[2025-12-30T20:31:33.371816] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-30T20:31:33.371847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-30T20:31:33.384021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-30T20:31:33.384423] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-30T20:31:33.385218] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-30T20:31:33.385270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:33.385302] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:33.385328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:33.385386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:33.445369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:33.446235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:33.446321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:33.446355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:33.564756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:33.564909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:33.564952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:33.564982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:33.568479] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-30T20:31:33.568902] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-30T20:31:33.569046] [INFO ] [sig       ] SII: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:33.725866] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SII.txt
[2025-12-30T20:31:33.726016] [INFO ] [sig       ] [2861/3539] Completed SII in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:33.726061] [INFO ] [sig       ] [2862/3539] Forecasting SIMO...
[2025-12-30T20:31:33.726091] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-30T20:31:33.726122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-30T20:31:33.745296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-30T20:31:33.746008] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-30T20:31:33.747182] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-30T20:31:33.747255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:33.747342] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:33.747376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:33.747440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:33.818416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:33.819677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:33.819846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:33.819884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:33.945192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:33.945435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:33.945484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:33.945563] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:33.949858] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-30T20:31:33.950280] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-30T20:31:33.950445] [INFO ] [sig       ] SIMO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:34.107287] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SIMO.txt
[2025-12-30T20:31:34.107542] [INFO ] [sig       ] [2862/3539] Completed SIMO in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:34.107616] [INFO ] [sig       ] [2863/3539] Forecasting SIRI...
[2025-12-30T20:31:34.107649] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-30T20:31:34.107683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-30T20:31:34.121807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-30T20:31:34.122292] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-30T20:31:34.123446] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-30T20:31:34.123501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:34.123533] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:34.123559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:34.123634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:34.181979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:34.182972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:34.183066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:34.183099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:34.308367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:34.308553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:34.308622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:34.308653] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:34.312435] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-30T20:31:34.312839] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-30T20:31:34.312989] [INFO ] [sig       ] SIRI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:34.458032] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SIRI.txt
[2025-12-30T20:31:34.458188] [INFO ] [sig       ] [2863/3539] Completed SIRI in 0.4s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:34.458227] [INFO ] [sig       ] [2864/3539] Forecasting SITC...
[2025-12-30T20:31:34.458258] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-30T20:31:34.458289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-30T20:31:34.470391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-30T20:31:34.470802] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-30T20:31:34.471594] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-30T20:31:34.471832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:34.471863] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:34.471889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:34.471946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:34.529351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:34.530070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:34.530151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:34.530182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:34.646988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:34.647144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:34.647184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:34.647213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:34.651192] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-30T20:31:34.651465] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-30T20:31:34.651603] [INFO ] [sig       ] SITC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:34.797400] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SITC.txt
[2025-12-30T20:31:34.797537] [INFO ] [sig       ] [2864/3539] Completed SITC in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:34.797593] [INFO ] [sig       ] [2865/3539] Forecasting SITE...
[2025-12-30T20:31:34.797625] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-30T20:31:34.797656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-30T20:31:34.809303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-30T20:31:34.809657] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-30T20:31:34.810669] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-30T20:31:34.810723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:34.810944] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:34.810971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:34.811030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:34.869447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:34.870194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:34.870311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:34.870347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:34.989485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:34.989657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:34.989700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:34.989730] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:34.993114] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-30T20:31:34.993384] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-30T20:31:34.993505] [INFO ] [sig       ] SITE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:35.132779] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SITE.txt
[2025-12-30T20:31:35.132913] [INFO ] [sig       ] [2865/3539] Completed SITE in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:35.132952] [INFO ] [sig       ] [2866/3539] Forecasting SITM...
[2025-12-30T20:31:35.132987] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-30T20:31:35.133019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-30T20:31:35.144121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-30T20:31:35.144442] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-30T20:31:35.145230] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-30T20:31:35.145283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:35.145314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:35.145341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:35.145398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:35.202332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:35.203059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:35.203140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:35.203172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:35.327201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:35.327356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:35.327400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:35.327429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:35.330881] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-30T20:31:35.331166] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-30T20:31:35.331297] [INFO ] [sig       ] SITM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:35.472689] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SITM.txt
[2025-12-30T20:31:35.472844] [INFO ] [sig       ] [2866/3539] Completed SITM in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:35.472883] [INFO ] [sig       ] [2867/3539] Forecasting SIXG...
[2025-12-30T20:31:35.472913] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-30T20:31:35.472942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-30T20:31:35.484101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-30T20:31:35.484442] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-30T20:31:35.485439] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-30T20:31:35.485490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:35.485521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:35.485548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:35.485628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:35.546138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:35.546976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:35.547061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:35.547094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:35.664451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:35.664659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:35.664723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:35.664757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:35.668131] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-30T20:31:35.668421] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-30T20:31:35.668552] [INFO ] [sig       ] SIXG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:35.809853] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SIXG.txt
[2025-12-30T20:31:35.809993] [INFO ] [sig       ] [2867/3539] Completed SIXG in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:35.810033] [INFO ] [sig       ] [2868/3539] Forecasting SJM...
[2025-12-30T20:31:35.810065] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-30T20:31:35.810097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-30T20:31:35.821480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-30T20:31:35.821827] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-30T20:31:35.822683] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-30T20:31:35.822739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:35.822771] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:35.822798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:35.822855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:35.881692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:35.882404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:35.882487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:35.882520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:36.000122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:36.000277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:36.000315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:36.000343] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:36.003653] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-30T20:31:36.003921] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-30T20:31:36.004043] [INFO ] [sig       ] SJM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:36.145951] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SJM.txt
[2025-12-30T20:31:36.146114] [INFO ] [sig       ] [2868/3539] Completed SJM in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:36.146156] [INFO ] [sig       ] [2869/3539] Forecasting SKE...
[2025-12-30T20:31:36.146185] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-30T20:31:36.146215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-30T20:31:36.158124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-30T20:31:36.158555] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-30T20:31:36.159421] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-30T20:31:36.159473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:36.159504] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:36.159534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:36.159621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:36.216961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:36.217821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:36.217954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:36.217987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:36.337689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:36.337842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:36.337884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:36.337930] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:36.341294] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-30T20:31:36.341569] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-30T20:31:36.341715] [INFO ] [sig       ] SKE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:36.481122] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SKE.txt
[2025-12-30T20:31:36.481262] [INFO ] [sig       ] [2869/3539] Completed SKE in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:36.481302] [INFO ] [sig       ] [2870/3539] Forecasting SKIL...
[2025-12-30T20:31:36.481331] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-30T20:31:36.481361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-30T20:31:36.493118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-30T20:31:36.493433] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-30T20:31:36.494292] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-30T20:31:36.494345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:36.494377] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:36.494403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:36.494460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:36.554099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:36.554930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:36.555016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:36.555048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:36.675902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:36.676048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:36.676089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:36.676118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:36.679411] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-12-30T20:31:36.679701] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-30T20:31:36.679824] [INFO ] [sig       ] SKIL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:36.820851] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SKIL.txt
[2025-12-30T20:31:36.820982] [INFO ] [sig       ] [2870/3539] Completed SKIL in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-30T20:31:36.821020] [INFO ] [sig       ] [2871/3539] Forecasting SKIN...
[2025-12-30T20:31:36.821050] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-30T20:31:36.821079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-30T20:31:36.832480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-30T20:31:36.832786] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-30T20:31:36.833622] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-30T20:31:36.833676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:36.833708] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:36.833735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:36.833793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:36.892002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:36.892742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:36.892823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:36.892871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:37.013004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:37.013156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:37.013196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:37.013224] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:37.016744] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-30T20:31:37.017020] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-30T20:31:37.017139] [INFO ] [sig       ] SKIN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:37.161622] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKIN.txt
[2025-12-30T20:31:37.161787] [INFO ] [sig       ] [2871/3539] Completed SKIN in 0.3s | 2.89 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-30T20:31:37.161829] [INFO ] [sig       ] [2872/3539] Forecasting SKLZ...
[2025-12-30T20:31:37.161859] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-30T20:31:37.161889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-30T20:31:37.173824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-30T20:31:37.174224] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-30T20:31:37.175088] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-30T20:31:37.175142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:37.175176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:37.175203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:37.175260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:37.234665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:37.235540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:37.235644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:37.235678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:37.358774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:37.358937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:37.358979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:37.359007] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:37.362929] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-30T20:31:37.363220] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-30T20:31:37.363352] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:37.507114] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKLZ.txt
[2025-12-30T20:31:37.507288] [INFO ] [sig       ] [2872/3539] Completed SKLZ in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:37.507328] [INFO ] [sig       ] [2873/3539] Forecasting SKM...
[2025-12-30T20:31:37.507357] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-30T20:31:37.507388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-30T20:31:37.518658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-30T20:31:37.519048] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-30T20:31:37.519868] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-30T20:31:37.519929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:37.519972] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:37.520017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:37.520080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:37.582882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:37.583802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:37.583893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:37.583926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:37.703228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:37.703390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:37.703432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:37.703462] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:37.706900] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-30T20:31:37.707182] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-30T20:31:37.707307] [INFO ] [sig       ] SKM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:37.849327] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SKM.txt
[2025-12-30T20:31:37.849476] [INFO ] [sig       ] [2873/3539] Completed SKM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:37.849516] [INFO ] [sig       ] [2874/3539] Forecasting SKRE...
[2025-12-30T20:31:37.849545] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-30T20:31:37.849592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-30T20:31:37.860273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-30T20:31:37.860557] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-30T20:31:37.861360] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-30T20:31:37.861411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:37.861442] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:37.861469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:37.861526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:37.920818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:37.921717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:37.921807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:37.921841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:38.042265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:38.042428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:38.042474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:38.042506] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:38.046005] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-30T20:31:38.046269] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-30T20:31:38.046399] [INFO ] [sig       ] SKRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:38.189656] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKRE.txt
[2025-12-30T20:31:38.189790] [INFO ] [sig       ] [2874/3539] Completed SKRE in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:38.189831] [INFO ] [sig       ] [2875/3539] Forecasting SKWD...
[2025-12-30T20:31:38.189860] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-30T20:31:38.189891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-30T20:31:38.201490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-30T20:31:38.201797] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-30T20:31:38.202588] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-30T20:31:38.202646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:38.202682] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:38.202721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:38.202791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:38.263824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:38.264483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:38.264564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:38.264618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:38.387255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:38.387426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:38.387468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:38.387497] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:38.391022] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-30T20:31:38.391322] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-30T20:31:38.391457] [INFO ] [sig       ] SKWD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:38.533478] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SKWD.txt
[2025-12-30T20:31:38.533645] [INFO ] [sig       ] [2875/3539] Completed SKWD in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:38.533688] [INFO ] [sig       ] [2876/3539] Forecasting SKY...
[2025-12-30T20:31:38.533718] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-30T20:31:38.533749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-30T20:31:38.546474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-30T20:31:38.546917] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-30T20:31:38.547927] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-30T20:31:38.547982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:38.548044] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:38.548073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:38.548131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:38.613340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:38.614170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:38.614257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:38.614290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:38.747191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:38.747348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:38.747391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:38.747421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:38.751039] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-30T20:31:38.751328] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-30T20:31:38.751461] [INFO ] [sig       ] SKY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:38.908215] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SKY.txt
[2025-12-30T20:31:38.908366] [INFO ] [sig       ] [2876/3539] Completed SKY in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:38.908409] [INFO ] [sig       ] [2877/3539] Forecasting SKYH...
[2025-12-30T20:31:38.908439] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-30T20:31:38.908496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-30T20:31:38.922328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-30T20:31:38.922756] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-30T20:31:38.923810] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-30T20:31:38.923874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:38.923915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:38.923950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:38.924030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:38.993106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:38.994021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:38.994109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:38.994143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:39.111798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:39.111949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:39.111990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:39.112019] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:39.115373] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=70.11%)
[2025-12-30T20:31:39.115665] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-30T20:31:39.115796] [INFO ] [sig       ] SKYH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:39.262655] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKYH.txt
[2025-12-30T20:31:39.262804] [INFO ] [sig       ] [2877/3539] Completed SKYH in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:39.262845] [INFO ] [sig       ] [2878/3539] Forecasting SKYX...
[2025-12-30T20:31:39.262877] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-30T20:31:39.262909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-30T20:31:39.273973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-30T20:31:39.274242] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-30T20:31:39.275025] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-30T20:31:39.275076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:39.275107] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:39.275134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:39.275190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:39.332597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:39.333201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:39.333283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:39.333316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:39.448729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:39.448887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:39.448928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:39.448955] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:39.452267] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-30T20:31:39.452536] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-30T20:31:39.452678] [INFO ] [sig       ] SKYX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:39.592872] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKYX.txt
[2025-12-30T20:31:39.593003] [INFO ] [sig       ] [2878/3539] Completed SKYX in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:39.593042] [INFO ] [sig       ] [2879/3539] Forecasting SKYY...
[2025-12-30T20:31:39.593071] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-30T20:31:39.593102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-30T20:31:39.605230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-30T20:31:39.605499] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-30T20:31:39.606268] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-30T20:31:39.606319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:39.606350] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:39.606375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:39.606436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:39.668322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:39.669246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:39.669342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:39.669377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:39.793186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:39.793348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:39.793390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:39.793468] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:39.796996] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-12-30T20:31:39.797450] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-30T20:31:39.797592] [INFO ] [sig       ] SKYY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:39.937264] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SKYY.txt
[2025-12-30T20:31:39.937380] [INFO ] [sig       ] [2879/3539] Completed SKYY in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:39.937419] [INFO ] [sig       ] [2880/3539] Forecasting SLAB...
[2025-12-30T20:31:39.937447] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-30T20:31:39.937477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-30T20:31:39.948947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-30T20:31:39.949242] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-30T20:31:39.950015] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-30T20:31:39.950067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:39.950098] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:39.950125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:39.950181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:40.007208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:40.008222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:40.008305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:40.008337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:40.129435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:40.129613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:40.129657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:40.129685] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:40.133016] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-30T20:31:40.133309] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-30T20:31:40.133436] [INFO ] [sig       ] SLAB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:40.272372] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLAB.txt
[2025-12-30T20:31:40.272512] [INFO ] [sig       ] [2880/3539] Completed SLAB in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:40.272553] [INFO ] [sig       ] [2881/3539] Forecasting SLB...
[2025-12-30T20:31:40.272600] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-30T20:31:40.272633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-30T20:31:40.283788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-30T20:31:40.284105] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-30T20:31:40.284885] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-30T20:31:40.284937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:40.284969] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:40.284995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:40.285053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:40.341550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:40.342338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:40.342421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:40.342453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:40.464852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:40.465028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:40.465076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:40.465105] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:40.468519] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-30T20:31:40.468834] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-30T20:31:40.468957] [INFO ] [sig       ] SLB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:40.665958] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLB.txt
[2025-12-30T20:31:40.666102] [INFO ] [sig       ] [2881/3539] Completed SLB in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:40.666143] [INFO ] [sig       ] [2882/3539] Forecasting SLDB...
[2025-12-30T20:31:40.666173] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-30T20:31:40.666204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-30T20:31:40.678247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-30T20:31:40.678648] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-30T20:31:40.679476] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-30T20:31:40.679531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:40.679564] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:40.679611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:40.679671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:40.740955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:40.741783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:40.741867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:40.741900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:40.864767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:40.864914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:40.864954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:40.864982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:40.868255] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-30T20:31:40.868521] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-30T20:31:40.868664] [INFO ] [sig       ] SLDB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:41.017953] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLDB.txt
[2025-12-30T20:31:41.018063] [INFO ] [sig       ] [2882/3539] Completed SLDB in 0.4s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:41.018100] [INFO ] [sig       ] [2883/3539] Forecasting SLDP...
[2025-12-30T20:31:41.018130] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-30T20:31:41.018159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-30T20:31:41.031187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-30T20:31:41.031490] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-30T20:31:41.032498] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-30T20:31:41.032554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:41.032632] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:41.032671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:41.032736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:41.092036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:41.092655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:41.092736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:41.092769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:41.210137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:41.210289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:41.210331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:41.210362] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:41.213790] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-12-30T20:31:41.214066] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-30T20:31:41.214193] [INFO ] [sig       ] SLDP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:41.359160] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLDP.txt
[2025-12-30T20:31:41.359300] [INFO ] [sig       ] [2883/3539] Completed SLDP in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:41.359339] [INFO ] [sig       ] [2884/3539] Forecasting SLF...
[2025-12-30T20:31:41.359369] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-30T20:31:41.359399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-30T20:31:41.370910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-30T20:31:41.371237] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-30T20:31:41.372166] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-30T20:31:41.372228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:41.372269] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:41.372306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:41.372386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:41.431145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:41.432017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:41.432113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:41.432151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:41.560073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:41.560239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:41.560282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:41.560312] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:41.563875] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-30T20:31:41.564171] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-30T20:31:41.564330] [INFO ] [sig       ] SLF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:41.709201] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SLF.txt
[2025-12-30T20:31:41.709366] [INFO ] [sig       ] [2884/3539] Completed SLF in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:41.709414] [INFO ] [sig       ] [2885/3539] Forecasting SLG...
[2025-12-30T20:31:41.709446] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-30T20:31:41.709478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-30T20:31:41.720909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-30T20:31:41.721229] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-30T20:31:41.722041] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-30T20:31:41.722108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:41.722142] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:41.722170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:41.722229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:41.780002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:41.780751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:41.780842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:41.780888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:41.902850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:41.903006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:41.903049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:41.903079] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:41.906476] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-30T20:31:41.906771] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-30T20:31:41.906896] [INFO ] [sig       ] SLG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:42.047859] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLG.txt
[2025-12-30T20:31:42.047983] [INFO ] [sig       ] [2885/3539] Completed SLG in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:42.048023] [INFO ] [sig       ] [2886/3539] Forecasting SLGN...
[2025-12-30T20:31:42.048052] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-30T20:31:42.048082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-30T20:31:42.060010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-30T20:31:42.060512] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-30T20:31:42.061275] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-30T20:31:42.061337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:42.061369] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:42.061397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:42.061454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:42.120796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:42.121454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:42.121566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:42.121620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:42.239648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:42.239788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:42.239830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:42.239860] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:42.243266] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-30T20:31:42.243561] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-30T20:31:42.243712] [INFO ] [sig       ] SLGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:42.392872] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SLGN.txt
[2025-12-30T20:31:42.393044] [INFO ] [sig       ] [2886/3539] Completed SLGN in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:42.393093] [INFO ] [sig       ] [2887/3539] Forecasting SLM...
[2025-12-30T20:31:42.393124] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-30T20:31:42.393155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-30T20:31:42.404293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-30T20:31:42.404608] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-30T20:31:42.405402] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-30T20:31:42.405453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:42.405485] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:42.405511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:42.405586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:42.463560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:42.464215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:42.464313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:42.464348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:42.582236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:42.582378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:42.582417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:42.582446] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:42.585828] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-30T20:31:42.586101] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-30T20:31:42.586228] [INFO ] [sig       ] SLM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:42.726977] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SLM.txt
[2025-12-30T20:31:42.727118] [INFO ] [sig       ] [2887/3539] Completed SLM in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:42.727157] [INFO ] [sig       ] [2888/3539] Forecasting SLN...
[2025-12-30T20:31:42.727188] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-30T20:31:42.727221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-30T20:31:42.739113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-30T20:31:42.739430] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-30T20:31:42.740246] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-30T20:31:42.740301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:42.740333] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:42.740361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:42.740424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:42.801940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:42.802832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:42.802926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:42.803149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:42.922042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:42.922167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:42.922207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:42.922235] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:42.925428] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-30T20:31:42.925711] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-30T20:31:42.925832] [INFO ] [sig       ] SLN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:43.064014] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLN.txt
[2025-12-30T20:31:43.064128] [INFO ] [sig       ] [2888/3539] Completed SLN in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-30T20:31:43.064168] [INFO ] [sig       ] [2889/3539] Forecasting SLNO...
[2025-12-30T20:31:43.064197] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-30T20:31:43.064227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-30T20:31:43.075137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-30T20:31:43.075409] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-30T20:31:43.076168] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-30T20:31:43.076220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:43.076252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:43.076278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:43.076335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:43.132443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:43.133051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:43.133127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:43.133159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:43.254545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:43.254721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:43.254762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:43.254791] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:43.258153] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-30T20:31:43.258422] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-30T20:31:43.258551] [INFO ] [sig       ] SLNO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:43.397900] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLNO.txt
[2025-12-30T20:31:43.398075] [INFO ] [sig       ] [2889/3539] Completed SLNO in 0.3s | 2.89 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-30T20:31:43.398122] [INFO ] [sig       ] [2890/3539] Forecasting SLP...
[2025-12-30T20:31:43.398153] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-30T20:31:43.398183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-30T20:31:43.409035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-30T20:31:43.409317] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-30T20:31:43.410096] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-30T20:31:43.410148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:43.410179] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:43.410206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:43.410263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:43.466559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:43.467159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:43.467235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:43.467267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:43.583317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:43.583447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:43.583486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:43.583514] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:43.586741] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-30T20:31:43.587008] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-30T20:31:43.587127] [INFO ] [sig       ] SLP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:43.726166] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLP.txt
[2025-12-30T20:31:43.726294] [INFO ] [sig       ] [2890/3539] Completed SLP in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:43.726333] [INFO ] [sig       ] [2891/3539] Forecasting SLQD...
[2025-12-30T20:31:43.726363] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-30T20:31:43.726393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-30T20:31:43.737453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-30T20:31:43.737751] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-30T20:31:43.738502] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-30T20:31:43.738553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:43.738608] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:43.738637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:43.738694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:43.795609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:43.796391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:43.796475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:43.796508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:43.910481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:43.910655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:43.910697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:43.910724] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:43.914022] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-30T20:31:43.914293] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-30T20:31:43.914431] [INFO ] [sig       ] SLQD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:44.057028] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLQD.txt
[2025-12-30T20:31:44.057202] [INFO ] [sig       ] [2891/3539] Completed SLQD in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:44.057243] [INFO ] [sig       ] [2892/3539] Forecasting SLRC...
[2025-12-30T20:31:44.057274] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-30T20:31:44.057304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-30T20:31:44.069180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-30T20:31:44.069522] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-30T20:31:44.070301] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-30T20:31:44.070354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:44.070385] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:44.070411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:44.070469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:44.127455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:44.128332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:44.128416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:44.128451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:44.244990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:44.245133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:44.245172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:44.245200] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:44.248924] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-30T20:31:44.249190] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-30T20:31:44.249311] [INFO ] [sig       ] SLRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:44.389308] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SLRC.txt
[2025-12-30T20:31:44.389418] [INFO ] [sig       ] [2892/3539] Completed SLRC in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:44.389456] [INFO ] [sig       ] [2893/3539] Forecasting SLS...
[2025-12-30T20:31:44.389485] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-30T20:31:44.389514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-30T20:31:44.400732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-30T20:31:44.401001] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-30T20:31:44.401769] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-30T20:31:44.401821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:44.401877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:44.401905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:44.401962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:44.458945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:44.459555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:44.459649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:44.459682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:44.572774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:44.572885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:44.572939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:44.572968] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:44.576071] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-30T20:31:44.576330] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-30T20:31:44.576448] [INFO ] [sig       ] SLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:44.716034] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLS.txt
[2025-12-30T20:31:44.716171] [INFO ] [sig       ] [2893/3539] Completed SLS in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:44.716211] [INFO ] [sig       ] [2894/3539] Forecasting SLVM...
[2025-12-30T20:31:44.716240] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-30T20:31:44.716270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-30T20:31:44.727780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-30T20:31:44.728077] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-30T20:31:44.728904] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-30T20:31:44.728957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:44.728989] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:44.729015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:44.729072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:44.790708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:44.791641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:44.791748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:44.791796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:44.912992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:44.913137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:44.913181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:44.913211] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:44.916961] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-12-30T20:31:44.917273] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-30T20:31:44.917418] [INFO ] [sig       ] SLVM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:45.062742] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLVM.txt
[2025-12-30T20:31:45.062876] [INFO ] [sig       ] [2894/3539] Completed SLVM in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:45.062916] [INFO ] [sig       ] [2895/3539] Forecasting SLVO...
[2025-12-30T20:31:45.062946] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-30T20:31:45.062984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-30T20:31:45.074664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-30T20:31:45.074962] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-30T20:31:45.075737] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-30T20:31:45.075791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:45.075822] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:45.075849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:45.075912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:45.133897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:45.134517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:45.134628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:45.134666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:45.257169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:45.257327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:45.257368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:45.257397] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:45.260823] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-30T20:31:45.261099] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-30T20:31:45.261224] [INFO ] [sig       ] SLVO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:45.403509] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLVO.txt
[2025-12-30T20:31:45.403657] [INFO ] [sig       ] [2895/3539] Completed SLVO in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:45.403698] [INFO ] [sig       ] [2896/3539] Forecasting SLXN...
[2025-12-30T20:31:45.403727] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-30T20:31:45.403758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-30T20:31:45.414815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-30T20:31:45.415095] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-30T20:31:45.415864] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-30T20:31:45.415915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:45.415947] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:45.415973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:45.416030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:45.474643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:45.475381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:45.475466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:45.475498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:45.590592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:45.590747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:45.590790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:45.590849] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:45.594225] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-30T20:31:45.594500] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-30T20:31:45.594648] [INFO ] [sig       ] SLXN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:45.737078] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SLXN.txt
[2025-12-30T20:31:45.737223] [INFO ] [sig       ] [2896/3539] Completed SLXN in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:45.737264] [INFO ] [sig       ] [2897/3539] Forecasting SM...
[2025-12-30T20:31:45.737294] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-30T20:31:45.737325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-30T20:31:45.748460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-30T20:31:45.748821] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-30T20:31:45.749642] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-30T20:31:45.749697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:45.749742] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:45.749771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:45.749831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:45.808734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:45.809611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:45.809699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:45.809734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:45.928680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:45.928859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:45.928901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:45.928929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:45.932258] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-30T20:31:45.932527] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-30T20:31:45.932669] [INFO ] [sig       ] SM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:46.070765] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SM.txt
[2025-12-30T20:31:46.070902] [INFO ] [sig       ] [2897/3539] Completed SM in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:46.070942] [INFO ] [sig       ] [2898/3539] Forecasting SMBC...
[2025-12-30T20:31:46.070971] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-30T20:31:46.071000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-30T20:31:46.082067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-30T20:31:46.082351] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-30T20:31:46.083121] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-30T20:31:46.083173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:46.083204] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:46.083231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:46.083292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:46.139410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:46.140138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:46.140220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:46.140252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:46.252838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:46.252993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:46.253035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:46.253063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:46.256360] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-30T20:31:46.256647] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-30T20:31:46.256770] [INFO ] [sig       ] SMBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:46.396072] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMBC.txt
[2025-12-30T20:31:46.396200] [INFO ] [sig       ] [2898/3539] Completed SMBC in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:46.396239] [INFO ] [sig       ] [2899/3539] Forecasting SMBK...
[2025-12-30T20:31:46.396268] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-30T20:31:46.396298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-30T20:31:46.407484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-30T20:31:46.407835] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-30T20:31:46.408604] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-30T20:31:46.408657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:46.408689] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:46.408731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:46.408788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:46.465469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:46.466114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:46.466194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:46.466226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:46.581454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:46.581622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:46.581666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:46.581693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:46.584979] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-30T20:31:46.585243] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-30T20:31:46.585361] [INFO ] [sig       ] SMBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:46.725126] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMBK.txt
[2025-12-30T20:31:46.725251] [INFO ] [sig       ] [2899/3539] Completed SMBK in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:46.725290] [INFO ] [sig       ] [2900/3539] Forecasting SMCI...
[2025-12-30T20:31:46.725320] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-30T20:31:46.725350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-30T20:31:46.736405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-30T20:31:46.736717] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-30T20:31:46.737468] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-30T20:31:46.737519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:46.737551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:46.737601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:46.737662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:46.795948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:46.796703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:46.796785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:46.796819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:46.924526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:46.924715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:46.924771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:46.924817] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:46.928374] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2025-12-30T20:31:46.928672] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-30T20:31:46.928835] [INFO ] [sig       ] SMCI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:47.074663] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMCI.txt
[2025-12-30T20:31:47.074790] [INFO ] [sig       ] [2900/3539] Completed SMCI in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:47.074833] [INFO ] [sig       ] [2901/3539] Forecasting SMCX...
[2025-12-30T20:31:47.074870] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-30T20:31:47.074901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-30T20:31:47.085789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-30T20:31:47.086049] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-30T20:31:47.086837] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-30T20:31:47.086891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:47.086924] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:47.086952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:47.087011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:47.146421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:47.147130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:47.147211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:47.147244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:47.276969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:47.277124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:47.277165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:47.277192] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:47.280541] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-30T20:31:47.280820] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-30T20:31:47.280952] [INFO ] [sig       ] SMCX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:47.423243] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SMCX.txt
[2025-12-30T20:31:47.423373] [INFO ] [sig       ] [2901/3539] Completed SMCX in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:47.423411] [INFO ] [sig       ] [2902/3539] Forecasting SMFG...
[2025-12-30T20:31:47.423441] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-30T20:31:47.423470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-30T20:31:47.434724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-30T20:31:47.435040] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-30T20:31:47.435806] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-30T20:31:47.435858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:47.435889] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:47.435915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:47.435971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:47.492596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:47.493278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:47.493358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:47.493390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:47.614265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:47.614418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:47.614458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:47.614486] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:47.617816] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-30T20:31:47.618088] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-30T20:31:47.618209] [INFO ] [sig       ] SMFG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:47.761196] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SMFG.txt
[2025-12-30T20:31:47.761336] [INFO ] [sig       ] [2902/3539] Completed SMFG in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:47.761377] [INFO ] [sig       ] [2903/3539] Forecasting SMH...
[2025-12-30T20:31:47.761414] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-30T20:31:47.761444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-30T20:31:47.773992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-30T20:31:47.774282] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-30T20:31:47.775070] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-30T20:31:47.775123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:47.775157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:47.775186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:47.775245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:47.833421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:47.834206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:47.834319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:47.834353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:47.955126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:47.955294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:47.955335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:47.955363] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:47.959029] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-30T20:31:47.959319] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-30T20:31:47.959445] [INFO ] [sig       ] SMH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:48.102054] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SMH.txt
[2025-12-30T20:31:48.102180] [INFO ] [sig       ] [2903/3539] Completed SMH in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:48.102219] [INFO ] [sig       ] [2904/3539] Forecasting SMHI...
[2025-12-30T20:31:48.102249] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-30T20:31:48.102279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-30T20:31:48.113147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-30T20:31:48.113415] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-30T20:31:48.114202] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-30T20:31:48.114255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:48.114286] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:48.114313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:48.114371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:48.171494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:48.172349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:48.172438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:48.172471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:48.287615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:48.287776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:48.287817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:48.287864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:48.291191] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-30T20:31:48.291477] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-30T20:31:48.291621] [INFO ] [sig       ] SMHI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:48.431398] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SMHI.txt
[2025-12-30T20:31:48.431539] [INFO ] [sig       ] [2904/3539] Completed SMHI in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:48.431596] [INFO ] [sig       ] [2905/3539] Forecasting SMHX...
[2025-12-30T20:31:48.431627] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-30T20:31:48.431658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-30T20:31:48.443170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-30T20:31:48.443457] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-30T20:31:48.444257] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-30T20:31:48.444311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:48.444344] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:48.444371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:48.444431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:48.502058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:48.502902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:48.502989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:48.503022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:48.640111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:48.640300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:48.640347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:48.640377] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:48.644254] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-30T20:31:48.644541] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-30T20:31:48.644694] [INFO ] [sig       ] SMHX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:48.793043] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMHX.txt
[2025-12-30T20:31:48.793197] [INFO ] [sig       ] [2905/3539] Completed SMHX in 0.4s | 2.89 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-30T20:31:48.793240] [INFO ] [sig       ] [2906/3539] Forecasting SMID...
[2025-12-30T20:31:48.793273] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-30T20:31:48.793307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-30T20:31:48.804778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-30T20:31:48.805186] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-30T20:31:48.806011] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-30T20:31:48.806065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:48.806099] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:48.806127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:48.806187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:48.865635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:48.866651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:48.866740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:48.866793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:48.970495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:48.970655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:48.970695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:48.970724] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:48.974195] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-12-30T20:31:48.974474] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-30T20:31:48.974612] [INFO ] [sig       ] SMID: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:49.119398] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMID.txt
[2025-12-30T20:31:49.119591] [INFO ] [sig       ] [2906/3539] Completed SMID in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-30T20:31:49.119633] [INFO ] [sig       ] [2907/3539] Forecasting SMPL...
[2025-12-30T20:31:49.119664] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-30T20:31:49.119695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-30T20:31:49.131835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-30T20:31:49.132187] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-30T20:31:49.133009] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-30T20:31:49.133063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:49.133095] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:49.133122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:49.133180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:49.191906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:49.192702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:49.192788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:49.192819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:49.310721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:49.310880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:49.310921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:49.310950] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:49.314257] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-30T20:31:49.314526] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-30T20:31:49.314663] [INFO ] [sig       ] SMPL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:49.454327] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMPL.txt
[2025-12-30T20:31:49.454499] [INFO ] [sig       ] [2907/3539] Completed SMPL in 0.3s | 2.89 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-30T20:31:49.454552] [INFO ] [sig       ] [2908/3539] Forecasting SMTC...
[2025-12-30T20:31:49.454613] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-30T20:31:49.454679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-30T20:31:49.466034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-30T20:31:49.466392] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-30T20:31:49.467197] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-30T20:31:49.467249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:49.467281] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:49.467320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:49.467379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:49.525283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:49.526041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:49.526126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:49.526159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:49.644992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:49.645145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:49.645186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:49.645213] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:49.648629] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-12-30T20:31:49.648947] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-30T20:31:49.649082] [INFO ] [sig       ] SMTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:49.792355] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMTC.txt
[2025-12-30T20:31:49.792500] [INFO ] [sig       ] [2908/3539] Completed SMTC in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:49.792539] [INFO ] [sig       ] [2909/3539] Forecasting SMTI...
[2025-12-30T20:31:49.792568] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-30T20:31:49.792618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-30T20:31:49.803508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-30T20:31:49.803829] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-30T20:31:49.804626] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-30T20:31:49.804679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:49.804711] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:49.804737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:49.804793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:49.860526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:49.861202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:49.861283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:49.861315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:49.976713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:49.976869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:49.976910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:49.976939] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:49.980304] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-30T20:31:49.980594] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-30T20:31:49.980719] [INFO ] [sig       ] SMTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:50.118342] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SMTI.txt
[2025-12-30T20:31:50.118468] [INFO ] [sig       ] [2909/3539] Completed SMTI in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:50.118505] [INFO ] [sig       ] [2910/3539] Forecasting SMWB...
[2025-12-30T20:31:50.118534] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-30T20:31:50.118565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-30T20:31:50.129624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-30T20:31:50.129912] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-30T20:31:50.130696] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-30T20:31:50.130747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:50.130802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:50.130829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:50.130887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:50.187423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:50.188151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:50.188235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:50.188269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:50.307304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:50.307457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:50.307499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:50.307528] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:50.310892] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-30T20:31:50.311169] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-30T20:31:50.311300] [INFO ] [sig       ] SMWB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:50.450345] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMWB.txt
[2025-12-30T20:31:50.450479] [INFO ] [sig       ] [2910/3539] Completed SMWB in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:50.450517] [INFO ] [sig       ] [2911/3539] Forecasting SMX...
[2025-12-30T20:31:50.450548] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-30T20:31:50.450595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-30T20:31:50.461981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-30T20:31:50.462264] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-30T20:31:50.463059] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-30T20:31:50.463113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:50.463145] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:50.463173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:50.463232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:50.521973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:50.522611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:50.522693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:50.522726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:50.621317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:50.621440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:50.621490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:50.621528] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:50.624786] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-30T20:31:50.625054] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-30T20:31:50.625178] [INFO ] [sig       ] SMX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:50.766046] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SMX.txt
[2025-12-30T20:31:50.766169] [INFO ] [sig       ] [2911/3539] Completed SMX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:50.766208] [INFO ] [sig       ] [2912/3539] Forecasting SN...
[2025-12-30T20:31:50.766237] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-30T20:31:50.766273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-30T20:31:50.777304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-30T20:31:50.777596] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-30T20:31:50.778349] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-30T20:31:50.778401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:50.778432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:50.778458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:50.778515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:50.836718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:50.837384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:50.837466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:50.837499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:50.962524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:50.962676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:50.962716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:50.962743] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:50.965979] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-12-30T20:31:50.966244] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-30T20:31:50.966362] [INFO ] [sig       ] SN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:51.110667] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SN.txt
[2025-12-30T20:31:51.110818] [INFO ] [sig       ] [2912/3539] Completed SN in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:51.110860] [INFO ] [sig       ] [2913/3539] Forecasting SNA...
[2025-12-30T20:31:51.110890] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-30T20:31:51.110927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-30T20:31:51.123019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-30T20:31:51.123298] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-30T20:31:51.124092] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-30T20:31:51.124145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:51.124177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:51.124203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:51.124260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:51.181598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:51.182251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:51.182343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:51.182383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:51.298002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:51.298124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:51.298161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:51.298188] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:51.301482] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-30T20:31:51.301770] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-30T20:31:51.301893] [INFO ] [sig       ] SNA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:51.445659] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNA.txt
[2025-12-30T20:31:51.445845] [INFO ] [sig       ] [2913/3539] Completed SNA in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:51.445890] [INFO ] [sig       ] [2914/3539] Forecasting SNAP...
[2025-12-30T20:31:51.445923] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-30T20:31:51.445956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-30T20:31:51.458499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-30T20:31:51.458889] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-30T20:31:51.459794] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-30T20:31:51.459849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:51.459880] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:51.459908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:51.459983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:51.521244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:51.522103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:51.522192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:51.522225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:51.646072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:51.646235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:51.646278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:51.646310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:51.649992] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-30T20:31:51.650342] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-30T20:31:51.650499] [INFO ] [sig       ] SNAP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:51.796120] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNAP.txt
[2025-12-30T20:31:51.796306] [INFO ] [sig       ] [2914/3539] Completed SNAP in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:51.796353] [INFO ] [sig       ] [2915/3539] Forecasting SNCY...
[2025-12-30T20:31:51.796381] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-30T20:31:51.796413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-30T20:31:51.808859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-30T20:31:51.809151] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-30T20:31:51.809979] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-30T20:31:51.810034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:51.810066] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:51.810094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:51.810155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:51.875100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:51.875967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:51.876051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:51.876086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:51.996198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:51.996345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:51.996385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:51.996413] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:51.999776] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-30T20:31:52.000091] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-30T20:31:52.000222] [INFO ] [sig       ] SNCY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:52.147466] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNCY.txt
[2025-12-30T20:31:52.147617] [INFO ] [sig       ] [2915/3539] Completed SNCY in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:52.147658] [INFO ] [sig       ] [2916/3539] Forecasting SND...
[2025-12-30T20:31:52.147688] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-30T20:31:52.147718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-30T20:31:52.159558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-30T20:31:52.159890] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-30T20:31:52.160738] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-30T20:31:52.160794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:52.160828] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:52.160857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:52.160917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:52.220863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:52.221482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:52.221565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:52.221619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:52.340098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:52.340251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:52.340295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:52.340324] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:52.343756] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-30T20:31:52.344035] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-30T20:31:52.344164] [INFO ] [sig       ] SND: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:52.493420] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SND.txt
[2025-12-30T20:31:52.493558] [INFO ] [sig       ] [2916/3539] Completed SND in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:52.493615] [INFO ] [sig       ] [2917/3539] Forecasting SNDL...
[2025-12-30T20:31:52.493645] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-30T20:31:52.493676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-30T20:31:52.505342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-30T20:31:52.505631] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-30T20:31:52.506376] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-30T20:31:52.506427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:52.506458] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:52.506484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:52.506542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:52.566617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:52.567329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:52.567413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:52.567446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:52.689729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:52.689933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:52.689984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:52.690022] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:52.693662] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-30T20:31:52.694021] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-30T20:31:52.694168] [INFO ] [sig       ] SNDL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:52.842100] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SNDL.txt
[2025-12-30T20:31:52.842234] [INFO ] [sig       ] [2917/3539] Completed SNDL in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:52.842274] [INFO ] [sig       ] [2918/3539] Forecasting SNDX...
[2025-12-30T20:31:52.842303] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-30T20:31:52.842332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-30T20:31:52.853192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-30T20:31:52.853489] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-30T20:31:52.854263] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-30T20:31:52.854323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:52.854354] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:52.854381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:52.854438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:52.911728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:52.912514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:52.912627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:52.912661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:53.034142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:53.034288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:53.034328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:53.034356] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:53.037731] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-30T20:31:53.038008] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-30T20:31:53.038136] [INFO ] [sig       ] SNDX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:53.178481] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNDX.txt
[2025-12-30T20:31:53.178623] [INFO ] [sig       ] [2918/3539] Completed SNDX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:53.178664] [INFO ] [sig       ] [2919/3539] Forecasting SNES...
[2025-12-30T20:31:53.178693] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-30T20:31:53.178750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-30T20:31:53.189676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-30T20:31:53.189949] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-30T20:31:53.190723] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-30T20:31:53.190775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:53.190806] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:53.190832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:53.190889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:53.248218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:53.248920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:53.249004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:53.249040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:53.365639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:53.365801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:53.365842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:53.365870] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:53.369359] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-30T20:31:53.369707] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-30T20:31:53.369842] [INFO ] [sig       ] SNES: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:53.519889] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNES.txt
[2025-12-30T20:31:53.520022] [INFO ] [sig       ] [2919/3539] Completed SNES in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:53.520060] [INFO ] [sig       ] [2920/3539] Forecasting SNEX...
[2025-12-30T20:31:53.520097] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-30T20:31:53.520138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-30T20:31:53.531303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-30T20:31:53.531600] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-30T20:31:53.532364] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-30T20:31:53.532415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:53.532445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:53.532472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:53.532529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:53.590105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:53.590717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:53.590819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:53.590852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:53.708038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:53.708186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:53.708229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:53.708258] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:53.711663] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-30T20:31:53.711936] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-30T20:31:53.712067] [INFO ] [sig       ] SNEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:53.852545] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNEX.txt
[2025-12-30T20:31:53.852683] [INFO ] [sig       ] [2920/3539] Completed SNEX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:53.852723] [INFO ] [sig       ] [2921/3539] Forecasting SNFCA...
[2025-12-30T20:31:53.852755] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-30T20:31:53.852784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-30T20:31:53.863793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-30T20:31:53.864070] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-30T20:31:53.864857] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-30T20:31:53.864921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:53.864954] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:53.864984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:53.865046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:53.922935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:53.923558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:53.923655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:53.923689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:54.041107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:54.041292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:54.041358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:54.041405] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:54.044955] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-30T20:31:54.045238] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-30T20:31:54.045365] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:54.186026] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNFCA.txt
[2025-12-30T20:31:54.186166] [INFO ] [sig       ] [2921/3539] Completed SNFCA in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:54.186204] [INFO ] [sig       ] [2922/3539] Forecasting SNGX...
[2025-12-30T20:31:54.186233] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-30T20:31:54.186263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-30T20:31:54.197481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-30T20:31:54.197779] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-30T20:31:54.198523] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-30T20:31:54.198599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:54.198633] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:54.198660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:54.198738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:54.259279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:54.260030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:54.260110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:54.260142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:54.377664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:54.377808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:54.377849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:54.377879] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:54.381246] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=47.63%)
[2025-12-30T20:31:54.381521] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-30T20:31:54.381662] [INFO ] [sig       ] SNGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:54.522420] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SNGX.txt
[2025-12-30T20:31:54.522548] [INFO ] [sig       ] [2922/3539] Completed SNGX in 0.3s | 2.89 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-30T20:31:54.522603] [INFO ] [sig       ] [2923/3539] Forecasting SNN...
[2025-12-30T20:31:54.522634] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-30T20:31:54.522665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-30T20:31:54.534413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-30T20:31:54.534731] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-30T20:31:54.535483] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-30T20:31:54.535535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:54.535566] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:54.535613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:54.535670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:54.593286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:54.593943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:54.594025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:54.594058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:54.713946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:54.714111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:54.714357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:54.714388] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:54.718240] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-30T20:31:54.718524] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-30T20:31:54.718670] [INFO ] [sig       ] SNN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:54.877070] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SNN.txt
[2025-12-30T20:31:54.877427] [INFO ] [sig       ] [2923/3539] Completed SNN in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-30T20:31:54.877467] [INFO ] [sig       ] [2924/3539] Forecasting SNOA...
[2025-12-30T20:31:54.877498] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-30T20:31:54.877528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-30T20:31:54.888614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-30T20:31:54.888887] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-30T20:31:54.889694] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-30T20:31:54.889747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:54.889779] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:54.889805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:54.889861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:54.946711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:54.947541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:54.947640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:54.947672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:55.079451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:55.079653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:55.079699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:55.079729] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:55.083356] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-30T20:31:55.083684] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-30T20:31:55.083816] [INFO ] [sig       ] SNOA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:55.228459] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNOA.txt
[2025-12-30T20:31:55.228609] [INFO ] [sig       ] [2924/3539] Completed SNOA in 0.4s | 2.89 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-30T20:31:55.228656] [INFO ] [sig       ] [2925/3539] Forecasting SNPS...
[2025-12-30T20:31:55.228686] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-30T20:31:55.228737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-30T20:31:55.241599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-30T20:31:55.241878] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-30T20:31:55.242674] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-30T20:31:55.242728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:55.242761] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:55.242790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:55.242848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:55.301641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:55.302439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:55.302521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:55.302553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:55.420648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:55.420808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:55.420848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:55.420876] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:55.424179] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-30T20:31:55.424445] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-30T20:31:55.424564] [INFO ] [sig       ] SNPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:55.563009] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNPS.txt
[2025-12-30T20:31:55.563140] [INFO ] [sig       ] [2925/3539] Completed SNPS in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:55.563178] [INFO ] [sig       ] [2926/3539] Forecasting SNTI...
[2025-12-30T20:31:55.563206] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-30T20:31:55.563237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-30T20:31:55.575566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-30T20:31:55.575865] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-30T20:31:55.576832] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-30T20:31:55.576885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:55.576917] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:55.576944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:55.577001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:55.635432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:55.636219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:55.636303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:55.636336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:55.760680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:55.760843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:55.760886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:55.760915] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:55.764228] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-30T20:31:55.764512] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-30T20:31:55.764656] [INFO ] [sig       ] SNTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:55.905934] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNTI.txt
[2025-12-30T20:31:55.906083] [INFO ] [sig       ] [2926/3539] Completed SNTI in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:55.906123] [INFO ] [sig       ] [2927/3539] Forecasting SNX...
[2025-12-30T20:31:55.906151] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-30T20:31:55.906182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-30T20:31:55.917808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-30T20:31:55.918122] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-30T20:31:55.918968] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-30T20:31:55.919020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:55.919077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:55.919105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:55.919162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:55.974938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:55.975662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:55.975741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:55.975773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:56.097023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:56.097182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:56.097221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:56.097249] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:56.100626] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-30T20:31:56.100894] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-30T20:31:56.101016] [INFO ] [sig       ] SNX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:56.240048] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SNX.txt
[2025-12-30T20:31:56.240193] [INFO ] [sig       ] [2927/3539] Completed SNX in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:56.240233] [INFO ] [sig       ] [2928/3539] Forecasting SNY...
[2025-12-30T20:31:56.240263] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-30T20:31:56.240294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-30T20:31:56.251801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-30T20:31:56.252165] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-30T20:31:56.252964] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-30T20:31:56.253015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:56.253045] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:56.253070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:56.253127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:56.310532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:56.311407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:56.311493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:56.311526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:56.426729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:56.426889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:56.426944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:56.426974] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:56.430520] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-30T20:31:56.430822] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-30T20:31:56.430951] [INFO ] [sig       ] SNY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:56.577311] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SNY.txt
[2025-12-30T20:31:56.577483] [INFO ] [sig       ] [2928/3539] Completed SNY in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:56.577524] [INFO ] [sig       ] [2929/3539] Forecasting SO...
[2025-12-30T20:31:56.577555] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-30T20:31:56.577607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-30T20:31:56.589722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-30T20:31:56.590073] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-30T20:31:56.590844] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-30T20:31:56.590896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:56.590927] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:56.590953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:56.591009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:56.656116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:56.657125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:56.657210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:56.657246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:56.783624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:56.783797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:56.783841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:56.783869] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:56.787837] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-12-30T20:31:56.788117] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-30T20:31:56.788245] [INFO ] [sig       ] SO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:56.931278] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SO.txt
[2025-12-30T20:31:56.931453] [INFO ] [sig       ] [2929/3539] Completed SO in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:56.931494] [INFO ] [sig       ] [2930/3539] Forecasting SOCL...
[2025-12-30T20:31:56.931523] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-30T20:31:56.931555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-30T20:31:56.943627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-30T20:31:56.944018] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-30T20:31:56.944812] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-30T20:31:56.944864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:56.944894] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:56.944920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:56.944976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:57.007314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:57.008204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:57.008319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:57.008355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:57.112505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:57.112680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:57.112724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:57.112753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:57.116134] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-30T20:31:57.116405] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-30T20:31:57.116531] [INFO ] [sig       ] SOCL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:57.257188] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOCL.txt
[2025-12-30T20:31:57.257356] [INFO ] [sig       ] [2930/3539] Completed SOCL in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:57.257397] [INFO ] [sig       ] [2931/3539] Forecasting SOFI...
[2025-12-30T20:31:57.257427] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-30T20:31:57.257460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-30T20:31:57.269799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-30T20:31:57.270215] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-30T20:31:57.271042] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-30T20:31:57.271097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:57.271130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:57.271156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:57.271214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:57.329449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:57.330364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:57.330456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:57.330491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:57.469932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:57.470138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:57.470207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:57.470254] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:57.475560] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-30T20:31:57.476074] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-30T20:31:57.476277] [INFO ] [sig       ] SOFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:57.650450] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOFI.txt
[2025-12-30T20:31:57.650664] [INFO ] [sig       ] [2931/3539] Completed SOFI in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:57.650716] [INFO ] [sig       ] [2932/3539] Forecasting SOGP...
[2025-12-30T20:31:57.650747] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-30T20:31:57.650779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-30T20:31:57.663757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-30T20:31:57.664274] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-30T20:31:57.665416] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-30T20:31:57.665477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:57.665538] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:57.665623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:57.665688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:57.734618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:57.735786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:57.735904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:57.735960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:57.876872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:57.877073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:57.877136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:57.877182] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:57.882521] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-30T20:31:57.883018] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-30T20:31:57.883210] [INFO ] [sig       ] SOGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:58.103419] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOGP.txt
[2025-12-30T20:31:58.103605] [INFO ] [sig       ] [2932/3539] Completed SOGP in 0.5s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:58.103652] [INFO ] [sig       ] [2933/3539] Forecasting SOJC...
[2025-12-30T20:31:58.103681] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-30T20:31:58.103711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-30T20:31:58.117202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-30T20:31:58.117663] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-30T20:31:58.118553] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-30T20:31:58.118645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:58.118696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:58.118761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:58.118822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:58.189159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:58.190480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:58.190637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:58.190693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:58.344539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:58.344723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:58.344768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:58.344795] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:58.348332] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-30T20:31:58.348658] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-30T20:31:58.348832] [INFO ] [sig       ] SOJC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:58.501859] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SOJC.txt
[2025-12-30T20:31:58.502023] [INFO ] [sig       ] [2933/3539] Completed SOJC in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:58.502066] [INFO ] [sig       ] [2934/3539] Forecasting SOJD...
[2025-12-30T20:31:58.502095] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-30T20:31:58.502126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-30T20:31:58.514815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-30T20:31:58.515242] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-30T20:31:58.516090] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-30T20:31:58.516144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:58.516177] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:58.516203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:58.516261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:58.572997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:58.573924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:58.574014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:58.574047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:58.696706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:58.696878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:58.696920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:58.696947] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:58.701052] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-30T20:31:58.701486] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-30T20:31:58.701658] [INFO ] [sig       ] SOJD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:58.851546] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOJD.txt
[2025-12-30T20:31:58.851712] [INFO ] [sig       ] [2934/3539] Completed SOJD in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:58.851754] [INFO ] [sig       ] [2935/3539] Forecasting SOJE...
[2025-12-30T20:31:58.851784] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-30T20:31:58.851815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-30T20:31:58.863503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-30T20:31:58.863855] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-30T20:31:58.864857] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-30T20:31:58.864911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:58.864942] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:58.864968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:58.865025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:58.922866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:58.923710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:58.923795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:58.923828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:59.043463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:59.043662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:59.043713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:59.043740] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:59.047217] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-12-30T20:31:59.047515] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-30T20:31:59.047684] [INFO ] [sig       ] SOJE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:59.188911] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SOJE.txt
[2025-12-30T20:31:59.189057] [INFO ] [sig       ] [2935/3539] Completed SOJE in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:59.189099] [INFO ] [sig       ] [2936/3539] Forecasting SON...
[2025-12-30T20:31:59.189141] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-30T20:31:59.189180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-30T20:31:59.200232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-30T20:31:59.200537] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-30T20:31:59.201313] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-30T20:31:59.201365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:59.201396] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:59.201422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:59.201480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:59.257863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:59.258637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:59.258749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:59.258788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:59.376192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:59.376351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:59.376392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:59.376420] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:59.379831] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-30T20:31:59.380122] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-30T20:31:59.380264] [INFO ] [sig       ] SON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:31:59.535548] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SON.txt
[2025-12-30T20:31:59.535724] [INFO ] [sig       ] [2936/3539] Completed SON in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:59.535767] [INFO ] [sig       ] [2937/3539] Forecasting SONO...
[2025-12-30T20:31:59.535797] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-30T20:31:59.535827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-30T20:31:59.547228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-30T20:31:59.547612] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-30T20:31:59.548382] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-30T20:31:59.548434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:59.548465] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:59.548493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:59.548550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:59.606934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:59.607835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:59.607957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:59.607992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:31:59.728140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:31:59.728293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:31:59.728337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:31:59.728367] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:31:59.731832] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-30T20:31:59.732106] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-30T20:31:59.732231] [INFO ] [sig       ] SONO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:31:59.872193] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SONO.txt
[2025-12-30T20:31:59.872327] [INFO ] [sig       ] [2937/3539] Completed SONO in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:31:59.872367] [INFO ] [sig       ] [2938/3539] Forecasting SOPA...
[2025-12-30T20:31:59.872399] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-30T20:31:59.872430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-30T20:31:59.883454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-30T20:31:59.883785] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-30T20:31:59.884542] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-30T20:31:59.884613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:31:59.884645] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:31:59.884671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:31:59.884728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:31:59.941877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:31:59.942516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:31:59.942614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:31:59.942650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:00.061462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:00.061644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:00.061689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:00.061717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:00.065255] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-30T20:32:00.065639] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-30T20:32:00.065784] [INFO ] [sig       ] SOPA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:00.210286] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOPA.txt
[2025-12-30T20:32:00.210452] [INFO ] [sig       ] [2938/3539] Completed SOPA in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:32:00.210494] [INFO ] [sig       ] [2939/3539] Forecasting SOPH...
[2025-12-30T20:32:00.210524] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-30T20:32:00.210553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-30T20:32:00.222201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-30T20:32:00.222522] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-30T20:32:00.223375] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-30T20:32:00.223431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:00.223466] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:00.223494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:00.223554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:00.282545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:00.283385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:00.284257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:00.284301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:00.403952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:00.404107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:00.404148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:00.404195] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:00.407745] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2025-12-30T20:32:00.408022] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-30T20:32:00.408172] [INFO ] [sig       ] SOPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:00.562887] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SOPH.txt
[2025-12-30T20:32:00.563048] [INFO ] [sig       ] [2939/3539] Completed SOPH in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:32:00.563093] [INFO ] [sig       ] [2940/3539] Forecasting SOUN...
[2025-12-30T20:32:00.563125] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-30T20:32:00.563156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-30T20:32:00.576554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-30T20:32:00.577266] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-30T20:32:00.578251] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-30T20:32:00.578315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:00.578349] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:00.578376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:00.578434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:00.638507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:00.639453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:00.639546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:00.639604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:00.758364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:00.758523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:00.758564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:00.758613] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:00.762033] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-30T20:32:00.762314] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-30T20:32:00.762441] [INFO ] [sig       ] SOUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:00.916373] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SOUN.txt
[2025-12-30T20:32:00.916561] [INFO ] [sig       ] [2940/3539] Completed SOUN in 0.4s | 2.89 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-30T20:32:00.916621] [INFO ] [sig       ] [2941/3539] Forecasting SOXQ...
[2025-12-30T20:32:00.916650] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-30T20:32:00.916681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-30T20:32:00.927977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-30T20:32:00.928320] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-30T20:32:00.929127] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-30T20:32:00.929181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:00.929214] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:00.929240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:00.929300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:00.988999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:00.989853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:00.989939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:00.989988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:01.114595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:01.114753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:01.114793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:01.114822] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:01.118120] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-30T20:32:01.118388] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-30T20:32:01.118507] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:01.263349] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOXQ.txt
[2025-12-30T20:32:01.263505] [INFO ] [sig       ] [2941/3539] Completed SOXQ in 0.3s | 2.89 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-30T20:32:01.263548] [INFO ] [sig       ] [2942/3539] Forecasting SOXX...
[2025-12-30T20:32:01.263673] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-30T20:32:01.263712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-30T20:32:01.275772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-30T20:32:01.276092] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-30T20:32:01.276866] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-30T20:32:01.276918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:01.276949] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:01.276976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:01.277033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:01.342781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:01.343716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:01.343803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:01.343836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:01.470602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:01.470760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:01.470802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:01.470831] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:01.474427] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-30T20:32:01.474727] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-30T20:32:01.474872] [INFO ] [sig       ] SOXX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:01.627827] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SOXX.txt
[2025-12-30T20:32:01.628016] [INFO ] [sig       ] [2942/3539] Completed SOXX in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:01.628081] [INFO ] [sig       ] [2943/3539] Forecasting SPAI...
[2025-12-30T20:32:01.628127] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-30T20:32:01.628170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-30T20:32:01.640435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-30T20:32:01.640851] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-30T20:32:01.641682] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-30T20:32:01.641736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:01.641770] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:01.641810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:01.641870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:01.701956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:01.702798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:01.702893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:01.702927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:01.827950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:01.828111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:01.828153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:01.828183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:01.831905] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-30T20:32:01.832201] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-30T20:32:01.832336] [INFO ] [sig       ] SPAI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:01.986209] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPAI.txt
[2025-12-30T20:32:01.986427] [INFO ] [sig       ] [2943/3539] Completed SPAI in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:01.986490] [INFO ] [sig       ] [2944/3539] Forecasting SPB...
[2025-12-30T20:32:01.986527] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-30T20:32:01.986563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-30T20:32:01.999272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-30T20:32:01.999691] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-30T20:32:02.000758] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-30T20:32:02.000922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:02.001004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:02.001050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:02.001137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:02.063455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:02.064435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:02.064539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:02.064595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:02.198391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:02.198552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:02.198615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:02.198646] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:02.202162] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-12-30T20:32:02.202471] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-30T20:32:02.202621] [INFO ] [sig       ] SPB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:02.355333] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPB.txt
[2025-12-30T20:32:02.355502] [INFO ] [sig       ] [2944/3539] Completed SPB in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:02.355546] [INFO ] [sig       ] [2945/3539] Forecasting SPCB...
[2025-12-30T20:32:02.355594] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-30T20:32:02.355627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-30T20:32:02.367775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-30T20:32:02.368153] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-30T20:32:02.369151] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-30T20:32:02.369221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:02.369260] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:02.369292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:02.369371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:02.432429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:02.433292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:02.433378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:02.433411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:02.562527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:02.562703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:02.562747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:02.562776] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:02.566658] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-30T20:32:02.567036] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-30T20:32:02.567185] [INFO ] [sig       ] SPCB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:02.719311] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPCB.txt
[2025-12-30T20:32:02.719508] [INFO ] [sig       ] [2945/3539] Completed SPCB in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:02.719558] [INFO ] [sig       ] [2946/3539] Forecasting SPCE...
[2025-12-30T20:32:02.719609] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-30T20:32:02.719641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-30T20:32:02.731551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-30T20:32:02.731952] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-30T20:32:02.732756] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-30T20:32:02.732810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:02.732842] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:02.732868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:02.732926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:02.789367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:02.790274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:02.790379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:02.790413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:02.906552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:02.906726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:02.906768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:02.906796] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:02.910172] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-30T20:32:02.910439] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-30T20:32:02.910563] [INFO ] [sig       ] SPCE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:03.048731] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPCE.txt
[2025-12-30T20:32:03.048882] [INFO ] [sig       ] [2946/3539] Completed SPCE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:03.048923] [INFO ] [sig       ] [2947/3539] Forecasting SPE...
[2025-12-30T20:32:03.048952] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-30T20:32:03.048991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-30T20:32:03.060278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-30T20:32:03.060624] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-30T20:32:03.061377] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-30T20:32:03.061429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:03.061459] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:03.061485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:03.061541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:03.117644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:03.118444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:03.118531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:03.118564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:03.234900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:03.235059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:03.235100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:03.235162] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:03.238489] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-30T20:32:03.238791] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-30T20:32:03.238916] [INFO ] [sig       ] SPE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:03.376730] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPE.txt
[2025-12-30T20:32:03.376874] [INFO ] [sig       ] [2947/3539] Completed SPE in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:03.376914] [INFO ] [sig       ] [2948/3539] Forecasting SPFI...
[2025-12-30T20:32:03.376943] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-30T20:32:03.376974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-30T20:32:03.388120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-30T20:32:03.388437] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-30T20:32:03.389245] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-30T20:32:03.389297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:03.389328] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:03.389355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:03.389412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:03.445093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:03.445843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:03.445924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:03.445956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:03.563871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:03.564025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:03.564066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:03.564094] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:03.567392] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-30T20:32:03.567765] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-30T20:32:03.567890] [INFO ] [sig       ] SPFI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:03.706256] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPFI.txt
[2025-12-30T20:32:03.706414] [INFO ] [sig       ] [2948/3539] Completed SPFI in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:03.706456] [INFO ] [sig       ] [2949/3539] Forecasting SPG...
[2025-12-30T20:32:03.706487] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-30T20:32:03.706517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-30T20:32:03.718756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-30T20:32:03.719109] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-30T20:32:03.719918] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-30T20:32:03.719971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:03.720002] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:03.720028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:03.720086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:03.775881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:03.776668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:03.776754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:03.776787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:03.901724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:03.901876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:03.901917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:03.901953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:03.905550] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-30T20:32:03.905883] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-30T20:32:03.906044] [INFO ] [sig       ] SPG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:04.057555] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPG.txt
[2025-12-30T20:32:04.057728] [INFO ] [sig       ] [2949/3539] Completed SPG in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:04.057771] [INFO ] [sig       ] [2950/3539] Forecasting SPGI...
[2025-12-30T20:32:04.057802] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-30T20:32:04.057834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-30T20:32:04.069992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-30T20:32:04.070363] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-30T20:32:04.071183] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-30T20:32:04.071247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:04.071293] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:04.071336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:04.071401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:04.131684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:04.132498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:04.132603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:04.132640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:04.261758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:04.261913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:04.261954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:04.261982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:04.265446] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-12-30T20:32:04.265751] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-30T20:32:04.265879] [INFO ] [sig       ] SPGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:04.413029] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPGI.txt
[2025-12-30T20:32:04.413167] [INFO ] [sig       ] [2950/3539] Completed SPGI in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:04.413207] [INFO ] [sig       ] [2951/3539] Forecasting SPH...
[2025-12-30T20:32:04.413235] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-30T20:32:04.413265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-30T20:32:04.426103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-30T20:32:04.426466] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-30T20:32:04.427324] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-30T20:32:04.427378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:04.427411] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:04.427437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:04.427510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:04.487808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:04.488568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:04.488671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:04.488726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:04.612761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:04.612931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:04.612973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:04.613001] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:04.616429] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-30T20:32:04.616717] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-30T20:32:04.616840] [INFO ] [sig       ] SPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:04.762262] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPH.txt
[2025-12-30T20:32:04.762425] [INFO ] [sig       ] [2951/3539] Completed SPH in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:04.762466] [INFO ] [sig       ] [2952/3539] Forecasting SPOK...
[2025-12-30T20:32:04.762494] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-30T20:32:04.762525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-30T20:32:04.774696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-30T20:32:04.775034] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-30T20:32:04.775847] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-30T20:32:04.775903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:04.775936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:04.775965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:04.776025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:04.841273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:04.842208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:04.842316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:04.842353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:04.977585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:04.977750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:04.977793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:04.977820] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:04.981281] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=49.14%)
[2025-12-30T20:32:04.981558] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-30T20:32:04.981702] [INFO ] [sig       ] SPOK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:05.122996] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPOK.txt
[2025-12-30T20:32:05.123125] [INFO ] [sig       ] [2952/3539] Completed SPOK in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:05.123165] [INFO ] [sig       ] [2953/3539] Forecasting SPRC...
[2025-12-30T20:32:05.123194] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-30T20:32:05.123224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-30T20:32:05.134341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-30T20:32:05.134660] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-30T20:32:05.135406] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-30T20:32:05.135457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:05.135488] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:05.135514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:05.135595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:05.194518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:05.195383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:05.195470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:05.195503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:05.311667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:05.311818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:05.311859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:05.311887] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:05.315263] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-30T20:32:05.315538] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-30T20:32:05.315680] [INFO ] [sig       ] SPRC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:05.456357] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPRC.txt
[2025-12-30T20:32:05.456514] [INFO ] [sig       ] [2953/3539] Completed SPRC in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:05.456554] [INFO ] [sig       ] [2954/3539] Forecasting SPRO...
[2025-12-30T20:32:05.456608] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-30T20:32:05.456641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-30T20:32:05.468291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-30T20:32:05.468664] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-30T20:32:05.469558] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-30T20:32:05.469646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:05.469681] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:05.469709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:05.469769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:05.531475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:05.532337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:05.532458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:05.532493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:05.654257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:05.654416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:05.654456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:05.654484] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:05.657788] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-30T20:32:05.658058] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-30T20:32:05.658180] [INFO ] [sig       ] SPRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:05.799836] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPRO.txt
[2025-12-30T20:32:05.799989] [INFO ] [sig       ] [2954/3539] Completed SPRO in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:05.800032] [INFO ] [sig       ] [2955/3539] Forecasting SPRX...
[2025-12-30T20:32:05.800063] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-30T20:32:05.800095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-30T20:32:05.811612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-30T20:32:05.811935] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-30T20:32:05.812764] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-30T20:32:05.812819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:05.812851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:05.812877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:05.812936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:05.873032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:05.873851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:05.873939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:05.873974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:05.996164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:05.996340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:05.996398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:05.996427] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:05.999943] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-30T20:32:06.000220] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-30T20:32:06.000351] [INFO ] [sig       ] SPRX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:06.145218] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPRX.txt
[2025-12-30T20:32:06.145350] [INFO ] [sig       ] [2955/3539] Completed SPRX in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:06.145389] [INFO ] [sig       ] [2956/3539] Forecasting SPRY...
[2025-12-30T20:32:06.145420] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-30T20:32:06.145451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-30T20:32:06.157173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-30T20:32:06.157484] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-30T20:32:06.158306] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-30T20:32:06.158371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:06.158404] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:06.158431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:06.158489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:06.222971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:06.224083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:06.224178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:06.224214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:06.349035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:06.349206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:06.349252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:06.349282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:06.352789] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-30T20:32:06.353087] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-30T20:32:06.353217] [INFO ] [sig       ] SPRY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:06.499739] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPRY.txt
[2025-12-30T20:32:06.499868] [INFO ] [sig       ] [2956/3539] Completed SPRY in 0.4s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:06.499906] [INFO ] [sig       ] [2957/3539] Forecasting SPSC...
[2025-12-30T20:32:06.499936] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-30T20:32:06.499966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-30T20:32:06.512431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-30T20:32:06.512765] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-30T20:32:06.513612] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-30T20:32:06.513666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:06.513699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:06.513726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:06.513784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:06.574394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:06.575070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:06.575153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:06.575187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:06.695746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:06.695888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:06.695939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:06.695977] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:06.699684] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-12-30T20:32:06.699961] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-30T20:32:06.700087] [INFO ] [sig       ] SPSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:06.844803] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPSC.txt
[2025-12-30T20:32:06.844976] [INFO ] [sig       ] [2957/3539] Completed SPSC in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-30T20:32:06.845020] [INFO ] [sig       ] [2958/3539] Forecasting SPWH...
[2025-12-30T20:32:06.845051] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-30T20:32:06.845083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-30T20:32:06.856519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-30T20:32:06.856843] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-30T20:32:06.857641] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-30T20:32:06.857695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:06.857728] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:06.857757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:06.857815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:06.917892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:06.918525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:06.918623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:06.918659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:07.043359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:07.043512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:07.043552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:07.043606] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:07.046910] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-30T20:32:07.047176] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-30T20:32:07.047303] [INFO ] [sig       ] SPWH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:07.189482] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPWH.txt
[2025-12-30T20:32:07.189626] [INFO ] [sig       ] [2958/3539] Completed SPWH in 0.3s | 2.89 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-30T20:32:07.189667] [INFO ] [sig       ] [2959/3539] Forecasting SPXC...
[2025-12-30T20:32:07.189696] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-30T20:32:07.189727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-30T20:32:07.201596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-30T20:32:07.201886] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-30T20:32:07.202662] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-30T20:32:07.202714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:07.202745] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:07.202773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:07.202830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:07.261330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:07.262051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:07.262132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:07.262166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:07.385182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:07.385334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:07.385383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:07.385417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:07.388796] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2025-12-30T20:32:07.389080] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-30T20:32:07.389208] [INFO ] [sig       ] SPXC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:07.533199] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SPXC.txt
[2025-12-30T20:32:07.533358] [INFO ] [sig       ] [2959/3539] Completed SPXC in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:07.533402] [INFO ] [sig       ] [2960/3539] Forecasting SPXX...
[2025-12-30T20:32:07.533431] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-30T20:32:07.533461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-30T20:32:07.544996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-30T20:32:07.545333] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-30T20:32:07.546145] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-30T20:32:07.546199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:07.546233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:07.546266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:07.546340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:07.605076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:07.605832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:07.605915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:07.605950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:07.746262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:07.746414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:07.746456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:07.746487] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:07.750144] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-30T20:32:07.750461] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-30T20:32:07.750619] [INFO ] [sig       ] SPXX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:07.892829] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SPXX.txt
[2025-12-30T20:32:07.892997] [INFO ] [sig       ] [2960/3539] Completed SPXX in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:07.893038] [INFO ] [sig       ] [2961/3539] Forecasting SQM...
[2025-12-30T20:32:07.893069] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-30T20:32:07.893099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-30T20:32:07.904768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-30T20:32:07.905147] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-30T20:32:07.905939] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-30T20:32:07.905993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:07.906049] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:07.906077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:07.906134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:07.962969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:07.963881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:07.963968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:07.964001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:08.087661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:08.087822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:08.087861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:08.087890] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:08.091213] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2025-12-30T20:32:08.091495] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-30T20:32:08.091632] [INFO ] [sig       ] SQM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:08.230865] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SQM.txt
[2025-12-30T20:32:08.231012] [INFO ] [sig       ] [2961/3539] Completed SQM in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:08.231068] [INFO ] [sig       ] [2962/3539] Forecasting SQNS...
[2025-12-30T20:32:08.231100] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-30T20:32:08.231131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-30T20:32:08.242341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-30T20:32:08.242651] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-30T20:32:08.243404] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-30T20:32:08.243456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:08.243486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:08.243513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:08.243596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:08.301295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:08.302082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:08.302166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:08.302199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:08.416088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:08.416252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:08.416293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:08.416323] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:08.419823] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-30T20:32:08.420109] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-30T20:32:08.420239] [INFO ] [sig       ] SQNS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:08.562218] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SQNS.txt
[2025-12-30T20:32:08.562371] [INFO ] [sig       ] [2962/3539] Completed SQNS in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:08.562413] [INFO ] [sig       ] [2963/3539] Forecasting SQQQ...
[2025-12-30T20:32:08.562442] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-30T20:32:08.562473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-30T20:32:08.574078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-30T20:32:08.574431] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-30T20:32:08.575402] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-30T20:32:08.575463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:08.575497] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:08.575524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:08.575601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:08.638243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:08.639099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:08.639187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:08.639220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:08.766649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:08.766815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:08.766857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:08.766884] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:08.770294] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-30T20:32:08.770594] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-30T20:32:08.770723] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:08.916441] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SQQQ.txt
[2025-12-30T20:32:08.916622] [INFO ] [sig       ] [2963/3539] Completed SQQQ in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:08.916667] [INFO ] [sig       ] [2964/3539] Forecasting SRAD...
[2025-12-30T20:32:08.916696] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-30T20:32:08.916727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-30T20:32:08.928388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-30T20:32:08.928700] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-30T20:32:08.929535] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-30T20:32:08.929610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:08.929647] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:08.929677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:08.929737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:08.989851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:08.990805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:08.990914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:08.990963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:09.110404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:09.110565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:09.110635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:09.110702] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:09.114202] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-30T20:32:09.114502] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-30T20:32:09.114659] [INFO ] [sig       ] SRAD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:09.262768] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SRAD.txt
[2025-12-30T20:32:09.262927] [INFO ] [sig       ] [2964/3539] Completed SRAD in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:09.262971] [INFO ] [sig       ] [2965/3539] Forecasting SRBK...
[2025-12-30T20:32:09.263002] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-30T20:32:09.263035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-30T20:32:09.274696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-30T20:32:09.275031] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-30T20:32:09.276004] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-30T20:32:09.276061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:09.276095] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:09.276124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:09.276183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:09.338832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:09.339777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:09.339878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:09.339917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:09.455913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:09.456067] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:32:09.456107] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:09.456136] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:09.459448] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-30T20:32:09.459744] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-30T20:32:09.459874] [INFO ] [sig       ] SRBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:09.606969] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SRBK.txt
[2025-12-30T20:32:09.607131] [INFO ] [sig       ] [2965/3539] Completed SRBK in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:09.607176] [INFO ] [sig       ] [2966/3539] Forecasting SRCE...
[2025-12-30T20:32:09.607208] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-30T20:32:09.607240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-30T20:32:09.618957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-30T20:32:09.619324] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-30T20:32:09.620162] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-30T20:32:09.620217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:09.620251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:09.620280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:09.620340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:09.681364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:09.682255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:09.682348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:09.682392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:09.801272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:09.801431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:09.801474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:09.801506] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:09.804944] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-30T20:32:09.805222] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-30T20:32:09.805346] [INFO ] [sig       ] SRCE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:09.958848] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SRCE.txt
[2025-12-30T20:32:09.959009] [INFO ] [sig       ] [2966/3539] Completed SRCE in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:09.959052] [INFO ] [sig       ] [2967/3539] Forecasting SRE...
[2025-12-30T20:32:09.959083] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-30T20:32:09.959117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-30T20:32:09.970365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-30T20:32:09.970671] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-30T20:32:09.971451] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-30T20:32:09.971505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:09.971551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:09.971608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:09.971671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:10.032379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:10.033130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:10.033215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:10.033250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:10.150313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:10.150462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:10.150504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:10.150535] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:10.154205] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-30T20:32:10.154488] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-30T20:32:10.154635] [INFO ] [sig       ] SRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:10.303497] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SRE.txt
[2025-12-30T20:32:10.303637] [INFO ] [sig       ] [2967/3539] Completed SRE in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:10.303678] [INFO ] [sig       ] [2968/3539] Forecasting SREA...
[2025-12-30T20:32:10.303708] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-30T20:32:10.303737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-30T20:32:10.314389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-30T20:32:10.314683] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-30T20:32:10.315439] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-30T20:32:10.315492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:10.315523] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:10.315551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:10.315632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:10.376214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:10.376873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:10.376954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:10.376988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:10.492389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:10.492535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:10.492591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:10.492622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:10.495896] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-30T20:32:10.496162] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-30T20:32:10.496281] [INFO ] [sig       ] SREA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:10.637019] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SREA.txt
[2025-12-30T20:32:10.637142] [INFO ] [sig       ] [2968/3539] Completed SREA in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:10.637181] [INFO ] [sig       ] [2969/3539] Forecasting SRFM...
[2025-12-30T20:32:10.637210] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-30T20:32:10.637240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-30T20:32:10.648262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-30T20:32:10.648529] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-30T20:32:10.649318] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-30T20:32:10.649370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:10.649401] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:10.649427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:10.649484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:10.707197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:10.707882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:10.707961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:10.707993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:10.824158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:10.824295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:10.824340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:10.824375] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:10.827716] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-30T20:32:10.827982] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-30T20:32:10.828103] [INFO ] [sig       ] SRFM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:10.974066] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SRFM.txt
[2025-12-30T20:32:10.974207] [INFO ] [sig       ] [2969/3539] Completed SRFM in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:10.974249] [INFO ] [sig       ] [2970/3539] Forecasting SRG...
[2025-12-30T20:32:10.974279] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-30T20:32:10.974309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-30T20:32:10.985094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-30T20:32:10.985439] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-30T20:32:10.986253] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-30T20:32:10.986307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:10.986340] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:10.986369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:10.986428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:11.044590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:11.045395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:11.045513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:11.045555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:11.164999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:11.165152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:11.165198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:11.165238] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:11.168806] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-30T20:32:11.169089] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-30T20:32:11.169218] [INFO ] [sig       ] SRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:11.310242] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SRG.txt
[2025-12-30T20:32:11.310369] [INFO ] [sig       ] [2970/3539] Completed SRG in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:11.310415] [INFO ] [sig       ] [2971/3539] Forecasting SRI...
[2025-12-30T20:32:11.310447] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-30T20:32:11.310479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-30T20:32:11.322049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-30T20:32:11.322425] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-30T20:32:11.323243] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-30T20:32:11.323297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:11.323328] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:11.323358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:11.323427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:11.382376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:11.383228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:11.383348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:11.383382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:11.514591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:11.514751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:11.514794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:11.514822] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:11.518220] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=27.96%)
[2025-12-30T20:32:11.518521] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-30T20:32:11.518672] [INFO ] [sig       ] SRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:11.670838] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SRI.txt
[2025-12-30T20:32:11.670988] [INFO ] [sig       ] [2971/3539] Completed SRI in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:11.671027] [INFO ] [sig       ] [2972/3539] Forecasting SRRK...
[2025-12-30T20:32:11.671056] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-30T20:32:11.671087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-30T20:32:11.683139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-30T20:32:11.683524] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-30T20:32:11.684355] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-30T20:32:11.684409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:11.684441] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:11.684470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:11.684531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:11.743549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:11.744461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:11.744561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:11.744620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:11.866824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:11.866986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:11.867031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:11.867062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:11.870570] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-30T20:32:11.870869] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-30T20:32:11.871013] [INFO ] [sig       ] SRRK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:12.010973] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SRRK.txt
[2025-12-30T20:32:12.011103] [INFO ] [sig       ] [2972/3539] Completed SRRK in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:12.011144] [INFO ] [sig       ] [2973/3539] Forecasting SRTS...
[2025-12-30T20:32:12.011204] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-30T20:32:12.011248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-30T20:32:12.022434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-30T20:32:12.022735] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-30T20:32:12.023504] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-30T20:32:12.023557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:12.023634] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:12.023665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:12.023731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:12.082323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:12.083015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:12.083098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:12.083132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:12.204014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:12.204170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:12.204211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:12.204241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:12.207839] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-30T20:32:12.208126] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-30T20:32:12.208256] [INFO ] [sig       ] SRTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:12.352621] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SRTS.txt
[2025-12-30T20:32:12.352774] [INFO ] [sig       ] [2973/3539] Completed SRTS in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:12.352814] [INFO ] [sig       ] [2974/3539] Forecasting SSB...
[2025-12-30T20:32:12.352845] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-30T20:32:12.352875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-30T20:32:12.364219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-30T20:32:12.364530] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-30T20:32:12.365357] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-30T20:32:12.365412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:12.365446] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:12.365473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:12.365533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:12.423642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:12.424318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:12.424410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:12.424447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:12.547679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:12.547832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:12.547874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:12.547921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:12.551290] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-30T20:32:12.551599] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-30T20:32:12.551734] [INFO ] [sig       ] SSB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:12.694119] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SSB.txt
[2025-12-30T20:32:12.694295] [INFO ] [sig       ] [2974/3539] Completed SSB in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-30T20:32:12.694336] [INFO ] [sig       ] [2975/3539] Forecasting SSD...
[2025-12-30T20:32:12.694367] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-30T20:32:12.694401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-30T20:32:12.705916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-30T20:32:12.706302] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-30T20:32:12.707162] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-30T20:32:12.707214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:12.707245] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:12.707272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:12.707329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:12.767076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:12.768074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:12.768182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:12.768217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:12.886492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:12.886665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:12.886707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:12.886735] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:12.890065] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=43.06%)
[2025-12-30T20:32:12.890355] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-30T20:32:12.890498] [INFO ] [sig       ] SSD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:13.033631] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SSD.txt
[2025-12-30T20:32:13.033831] [INFO ] [sig       ] [2975/3539] Completed SSD in 0.3s | 2.89 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-30T20:32:13.033878] [INFO ] [sig       ] [2976/3539] Forecasting SSL...
[2025-12-30T20:32:13.033910] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-30T20:32:13.033942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-30T20:32:13.046184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-30T20:32:13.046646] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-30T20:32:13.047493] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-30T20:32:13.047550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:13.047616] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:13.047648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:13.047710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:13.109147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:13.110076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:13.110195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:13.110230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:13.234988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:13.235149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:13.235194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:13.235225] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:13.238702] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-30T20:32:13.239018] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-30T20:32:13.239148] [INFO ] [sig       ] SSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:13.389471] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SSL.txt
[2025-12-30T20:32:13.389654] [INFO ] [sig       ] [2976/3539] Completed SSL in 0.4s | 2.89 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-30T20:32:13.389695] [INFO ] [sig       ] [2977/3539] Forecasting SSNC...
[2025-12-30T20:32:13.389724] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-30T20:32:13.389754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-30T20:32:13.401159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-30T20:32:13.401556] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-30T20:32:13.402342] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-30T20:32:13.402394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:13.402425] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:13.402451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:13.402508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:13.464180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:13.465029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:13.465115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:13.465150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:13.590380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:13.590548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:13.590617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:13.590650] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:13.594192] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-30T20:32:13.594493] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-30T20:32:13.594655] [INFO ] [sig       ] SSNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:13.745145] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SSNC.txt
[2025-12-30T20:32:13.745327] [INFO ] [sig       ] [2977/3539] Completed SSNC in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:13.745374] [INFO ] [sig       ] [2978/3539] Forecasting SSP...
[2025-12-30T20:32:13.745407] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-30T20:32:13.745441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-30T20:32:13.757715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-30T20:32:13.758094] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-30T20:32:13.759009] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-30T20:32:13.759064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:13.759129] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:13.759179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:13.759264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:13.820267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:13.821117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:13.821202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:13.821237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:13.939089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:13.939243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:13.939287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:13.939318] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:13.942790] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-30T20:32:13.943081] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-30T20:32:13.943208] [INFO ] [sig       ] SSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:14.094042] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SSP.txt
[2025-12-30T20:32:14.094181] [INFO ] [sig       ] [2978/3539] Completed SSP in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:14.094224] [INFO ] [sig       ] [2979/3539] Forecasting SSRM...
[2025-12-30T20:32:14.094256] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-30T20:32:14.094289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-30T20:32:14.106095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-30T20:32:14.106378] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-30T20:32:14.107142] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-30T20:32:14.107195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:14.107226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:14.107253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:14.107311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:14.167517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:14.168377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:14.168464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:14.168499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:14.288648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:14.288830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:14.288875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:14.288907] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:14.292426] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-30T20:32:14.292739] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-30T20:32:14.292879] [INFO ] [sig       ] SSRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:14.448363] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SSRM.txt
[2025-12-30T20:32:14.448541] [INFO ] [sig       ] [2979/3539] Completed SSRM in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:14.448614] [INFO ] [sig       ] [2980/3539] Forecasting SSSS...
[2025-12-30T20:32:14.448649] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-30T20:32:14.448683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-30T20:32:14.461306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-30T20:32:14.461755] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-30T20:32:14.462602] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-30T20:32:14.462657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:14.462691] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:14.462719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:14.462778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:14.521157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:14.521983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:14.522114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:14.522150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:14.645047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:14.645209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:14.645252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:14.645282] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:14.648696] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-30T20:32:14.649024] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-30T20:32:14.649158] [INFO ] [sig       ] SSSS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:14.792123] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SSSS.txt
[2025-12-30T20:32:14.792259] [INFO ] [sig       ] [2980/3539] Completed SSSS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:14.792299] [INFO ] [sig       ] [2981/3539] Forecasting SSTI...
[2025-12-30T20:32:14.792327] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-30T20:32:14.792357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-30T20:32:14.804219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-30T20:32:14.804592] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-30T20:32:14.805376] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-30T20:32:14.805429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:14.805462] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:14.805489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:14.805553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:14.863875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:14.864725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:14.864813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:14.864846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:14.982875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:14.983028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:14.983069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:14.983130] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:14.986526] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-30T20:32:14.986816] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-30T20:32:14.986943] [INFO ] [sig       ] SSTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:15.127941] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SSTI.txt
[2025-12-30T20:32:15.128072] [INFO ] [sig       ] [2981/3539] Completed SSTI in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:15.128112] [INFO ] [sig       ] [2982/3539] Forecasting SSTK...
[2025-12-30T20:32:15.128140] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-30T20:32:15.128177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-30T20:32:15.139719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-30T20:32:15.140040] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-30T20:32:15.140828] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-30T20:32:15.140880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:15.140912] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:15.140939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:15.140996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:15.198254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:15.199195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:15.199285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:15.199316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:15.319634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:15.319790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:15.319830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:15.319858] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:15.323242] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-30T20:32:15.323521] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-30T20:32:15.323663] [INFO ] [sig       ] SSTK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:15.462792] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SSTK.txt
[2025-12-30T20:32:15.462952] [INFO ] [sig       ] [2982/3539] Completed SSTK in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:15.462994] [INFO ] [sig       ] [2983/3539] Forecasting SSYS...
[2025-12-30T20:32:15.463023] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-30T20:32:15.463054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-30T20:32:15.475180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-30T20:32:15.475518] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-30T20:32:15.476291] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-30T20:32:15.476344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:15.476376] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:15.476402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:15.476460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:15.535565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:15.536381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:15.536467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:15.536502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:15.652476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:15.652649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:15.652692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:15.652720] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:15.656032] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-30T20:32:15.656297] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-30T20:32:15.656415] [INFO ] [sig       ] SSYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:15.800908] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SSYS.txt
[2025-12-30T20:32:15.801054] [INFO ] [sig       ] [2983/3539] Completed SSYS in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:15.801093] [INFO ] [sig       ] [2984/3539] Forecasting STAA...
[2025-12-30T20:32:15.801122] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-30T20:32:15.801153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-30T20:32:15.813294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-30T20:32:15.813669] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-30T20:32:15.814463] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-30T20:32:15.814520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:15.814551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:15.814603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:15.814669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:15.870814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:15.871459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:15.871540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:15.871601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:15.987956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:15.988104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:15.988146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:15.988173] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:15.991588] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-30T20:32:15.991864] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-30T20:32:15.991988] [INFO ] [sig       ] STAA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:16.131226] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STAA.txt
[2025-12-30T20:32:16.131359] [INFO ] [sig       ] [2984/3539] Completed STAA in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:16.131398] [INFO ] [sig       ] [2985/3539] Forecasting STAG...
[2025-12-30T20:32:16.131428] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-30T20:32:16.131458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-30T20:32:16.142395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-30T20:32:16.142707] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-30T20:32:16.143462] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-30T20:32:16.143514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:16.143546] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:16.143590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:16.143651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:16.200658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:16.201324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:16.201403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:16.201435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:16.322716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:16.322867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:16.322909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:16.322953] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:16.326241] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-30T20:32:16.326504] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-30T20:32:16.326641] [INFO ] [sig       ] STAG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:16.466160] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STAG.txt
[2025-12-30T20:32:16.466287] [INFO ] [sig       ] [2985/3539] Completed STAG in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:16.466325] [INFO ] [sig       ] [2986/3539] Forecasting STBA...
[2025-12-30T20:32:16.466354] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-30T20:32:16.466384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-30T20:32:16.477288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-30T20:32:16.477601] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-30T20:32:16.478349] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-30T20:32:16.478401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:16.478432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:16.478459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:16.478520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:16.535272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:16.536141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:16.536230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:16.536261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:16.651199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:16.651346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:16.651387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:16.651414] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:16.654711] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-30T20:32:16.654975] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-30T20:32:16.655097] [INFO ] [sig       ] STBA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:16.793100] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STBA.txt
[2025-12-30T20:32:16.793239] [INFO ] [sig       ] [2986/3539] Completed STBA in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:16.793279] [INFO ] [sig       ] [2987/3539] Forecasting STC...
[2025-12-30T20:32:16.793308] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-30T20:32:16.793339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-30T20:32:16.807956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-30T20:32:16.808260] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-30T20:32:16.809084] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-30T20:32:16.809135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:16.809173] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:16.809201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:16.809257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:16.865708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:16.866338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:16.866446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:16.866493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:16.982108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:16.982266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:16.982306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:16.982334] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:16.985699] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-30T20:32:16.985966] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-30T20:32:16.986095] [INFO ] [sig       ] STC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:17.126320] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STC.txt
[2025-12-30T20:32:17.126472] [INFO ] [sig       ] [2987/3539] Completed STC in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:17.126513] [INFO ] [sig       ] [2988/3539] Forecasting STE...
[2025-12-30T20:32:17.126543] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-30T20:32:17.126590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-30T20:32:17.137809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-30T20:32:17.138159] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-30T20:32:17.138992] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-30T20:32:17.139045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:17.139077] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:17.139105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:17.139163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:17.196426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:17.197231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:17.197342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:17.197375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:17.317914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:17.318055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:17.318099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:17.318130] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:17.321524] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=32.15%)
[2025-12-30T20:32:17.321814] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-30T20:32:17.321932] [INFO ] [sig       ] STE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:17.461436] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STE.txt
[2025-12-30T20:32:17.461594] [INFO ] [sig       ] [2988/3539] Completed STE in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:17.461642] [INFO ] [sig       ] [2989/3539] Forecasting STEL...
[2025-12-30T20:32:17.461672] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-30T20:32:17.461702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-30T20:32:17.472410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-30T20:32:17.472697] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-30T20:32:17.473430] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-30T20:32:17.473481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:17.473511] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:17.473537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:17.473644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:17.530614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:17.531469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:17.531558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:17.531611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:17.658689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:17.658867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:17.658909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:17.658936] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:17.662245] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-30T20:32:17.662519] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-30T20:32:17.662661] [INFO ] [sig       ] STEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:17.804101] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STEL.txt
[2025-12-30T20:32:17.804246] [INFO ] [sig       ] [2989/3539] Completed STEL in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:17.804286] [INFO ] [sig       ] [2990/3539] Forecasting STEM...
[2025-12-30T20:32:17.804315] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-30T20:32:17.804345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-30T20:32:17.815430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-30T20:32:17.815750] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-30T20:32:17.816501] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-30T20:32:17.816553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:17.816606] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:17.816636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:17.816693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:17.874364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:17.875014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:17.875095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:17.875128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:17.992481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:17.992651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:17.992693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:17.992722] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:17.996022] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-30T20:32:17.996289] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-30T20:32:17.996408] [INFO ] [sig       ] STEM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:18.146419] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STEM.txt
[2025-12-30T20:32:18.146566] [INFO ] [sig       ] [2990/3539] Completed STEM in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:18.146627] [INFO ] [sig       ] [2991/3539] Forecasting STEP...
[2025-12-30T20:32:18.146657] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-30T20:32:18.146687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-30T20:32:18.158105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-30T20:32:18.158436] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-30T20:32:18.159238] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-30T20:32:18.159302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:18.159334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:18.159360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:18.159416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:18.216022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:18.216793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:18.216874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:18.216906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:18.330249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:18.330409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:18.330449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:18.330478] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:18.333817] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-12-30T20:32:18.334085] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-30T20:32:18.334208] [INFO ] [sig       ] STEP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:18.472252] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STEP.txt
[2025-12-30T20:32:18.472406] [INFO ] [sig       ] [2991/3539] Completed STEP in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:18.472447] [INFO ] [sig       ] [2992/3539] Forecasting STHO...
[2025-12-30T20:32:18.472476] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-30T20:32:18.472506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-30T20:32:18.483058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-30T20:32:18.483424] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-30T20:32:18.484189] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-30T20:32:18.484241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:18.484272] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:18.484299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:18.484355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:18.541183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:18.541867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:18.541948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:18.541981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:18.671219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:18.671373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:18.671416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:18.671446] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:18.674960] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-30T20:32:18.675241] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-30T20:32:18.675367] [INFO ] [sig       ] STHO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:18.823089] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STHO.txt
[2025-12-30T20:32:18.823222] [INFO ] [sig       ] [2992/3539] Completed STHO in 0.4s | 2.89 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-30T20:32:18.823262] [INFO ] [sig       ] [2993/3539] Forecasting STI...
[2025-12-30T20:32:18.823290] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-30T20:32:18.823321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-30T20:32:18.834664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-30T20:32:18.834961] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-30T20:32:18.835774] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-30T20:32:18.835828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:18.835861] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:18.835889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:18.835949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:18.895956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:18.896726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:18.896809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:18.896845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:19.015706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:19.015860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:19.015900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:19.015928] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:19.019247] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-30T20:32:19.019518] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-30T20:32:19.019662] [INFO ] [sig       ] STI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:19.166691] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STI.txt
[2025-12-30T20:32:19.166820] [INFO ] [sig       ] [2993/3539] Completed STI in 0.3s | 2.89 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-30T20:32:19.166858] [INFO ] [sig       ] [2994/3539] Forecasting STIM...
[2025-12-30T20:32:19.166888] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-30T20:32:19.166918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-30T20:32:19.178839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-30T20:32:19.179194] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-30T20:32:19.179978] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-30T20:32:19.180031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:19.180062] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:19.180088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:19.180145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:19.236408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:19.237304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:19.237390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:19.237422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:19.356972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:19.357129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:19.357169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:19.357198] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:19.360503] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-30T20:32:19.360786] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-30T20:32:19.360906] [INFO ] [sig       ] STIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:19.500045] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STIM.txt
[2025-12-30T20:32:19.500261] [INFO ] [sig       ] [2994/3539] Completed STIM in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:19.500327] [INFO ] [sig       ] [2995/3539] Forecasting STK...
[2025-12-30T20:32:19.500375] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-30T20:32:19.500424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-30T20:32:19.511557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-30T20:32:19.511884] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-30T20:32:19.512722] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-30T20:32:19.512777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:19.512852] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:19.512882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:19.512942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:19.569610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:19.570221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:19.570298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:19.570330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:19.688763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:19.688896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:19.688935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:19.688962] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:19.692216] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2025-12-30T20:32:19.692501] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-30T20:32:19.692643] [INFO ] [sig       ] STK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:19.832695] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STK.txt
[2025-12-30T20:32:19.832824] [INFO ] [sig       ] [2995/3539] Completed STK in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:19.832862] [INFO ] [sig       ] [2996/3539] Forecasting STKH...
[2025-12-30T20:32:19.832891] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-30T20:32:19.832921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-30T20:32:19.843651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-30T20:32:19.843936] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-30T20:32:19.844767] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-30T20:32:19.844820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:19.844851] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:19.844879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:19.844937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:19.903515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:19.904161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:19.904241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:19.904275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:20.011695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:20.011855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:20.011897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:20.011927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:20.015342] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-30T20:32:20.015664] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-30T20:32:20.015787] [INFO ] [sig       ] STKH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:20.160431] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STKH.txt
[2025-12-30T20:32:20.160590] [INFO ] [sig       ] [2996/3539] Completed STKH in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:20.160634] [INFO ] [sig       ] [2997/3539] Forecasting STKL...
[2025-12-30T20:32:20.160670] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-30T20:32:20.160704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-30T20:32:20.172747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-30T20:32:20.173064] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-30T20:32:20.173844] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-30T20:32:20.173896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:20.173929] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:20.173956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:20.174013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:20.231003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:20.231764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:20.231848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:20.231878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:20.354922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:20.355082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:20.355123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:20.355150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:20.358485] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-30T20:32:20.358833] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-30T20:32:20.358961] [INFO ] [sig       ] STKL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:20.500091] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STKL.txt
[2025-12-30T20:32:20.500232] [INFO ] [sig       ] [2997/3539] Completed STKL in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:20.500271] [INFO ] [sig       ] [2998/3539] Forecasting STKS...
[2025-12-30T20:32:20.500299] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-30T20:32:20.500330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-30T20:32:20.511971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-30T20:32:20.512285] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-30T20:32:20.513095] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-30T20:32:20.513149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:20.513181] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:20.513219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:20.513288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:20.574700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:20.575394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:20.575477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:20.575511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:20.693127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:20.693306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:20.693349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:20.693410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:20.697097] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-30T20:32:20.697483] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-30T20:32:20.697685] [INFO ] [sig       ] STKS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:20.869406] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STKS.txt
[2025-12-30T20:32:20.869537] [INFO ] [sig       ] [2998/3539] Completed STKS in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:20.869597] [INFO ] [sig       ] [2999/3539] Forecasting STLA...
[2025-12-30T20:32:20.869636] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-30T20:32:20.869673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-30T20:32:20.881319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-30T20:32:20.881612] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-30T20:32:20.882384] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-30T20:32:20.882439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:20.882472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:20.882499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:20.882557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:20.941843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:20.942536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:20.942652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:20.942695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:21.062237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:21.062394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:21.062436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:21.062464] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:21.065963] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-30T20:32:21.066280] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-30T20:32:21.066422] [INFO ] [sig       ] STLA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:21.220962] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STLA.txt
[2025-12-30T20:32:21.221106] [INFO ] [sig       ] [2999/3539] Completed STLA in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:21.221146] [INFO ] [sig       ] [3000/3539] Forecasting STLD...
[2025-12-30T20:32:21.221178] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-30T20:32:21.221210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-30T20:32:21.232711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-30T20:32:21.232991] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-30T20:32:21.233771] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-30T20:32:21.233827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:21.233860] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:21.233887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:21.233945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:21.293147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:21.293867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:21.293949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:21.293983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:21.418352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:21.418529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:21.418587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:21.418620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:21.422254] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-30T20:32:21.422551] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-30T20:32:21.422703] [INFO ] [sig       ] STLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:21.574132] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STLD.txt
[2025-12-30T20:32:21.574264] [INFO ] [sig       ] [3000/3539] Completed STLD in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:21.574304] [INFO ] [sig       ] [3001/3539] Forecasting STM...
[2025-12-30T20:32:21.574334] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-30T20:32:21.574366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-30T20:32:21.586344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-30T20:32:21.586676] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-30T20:32:21.587441] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-30T20:32:21.587494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:21.587527] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:21.587553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:21.587630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:21.647214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:21.648062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:21.648149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:21.648183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:21.774463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:21.774680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:21.774750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:21.774798] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:21.779753] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-30T20:32:21.780229] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-30T20:32:21.780413] [INFO ] [sig       ] STM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:21.942007] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STM.txt
[2025-12-30T20:32:21.942145] [INFO ] [sig       ] [3001/3539] Completed STM in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:21.942186] [INFO ] [sig       ] [3002/3539] Forecasting STN...
[2025-12-30T20:32:21.942216] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-30T20:32:21.942246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-30T20:32:21.953627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-30T20:32:21.953931] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-30T20:32:21.954736] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-30T20:32:21.954808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:21.954841] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:21.954868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:21.954925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:22.013302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:22.014109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:22.014193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:22.014226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:22.131178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:22.131336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:22.131379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:22.131407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:22.134717] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-30T20:32:22.134986] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-30T20:32:22.135105] [INFO ] [sig       ] STN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:22.280757] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STN.txt
[2025-12-30T20:32:22.280890] [INFO ] [sig       ] [3002/3539] Completed STN in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:22.280929] [INFO ] [sig       ] [3003/3539] Forecasting STNE...
[2025-12-30T20:32:22.280958] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-30T20:32:22.280988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-30T20:32:22.292443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-30T20:32:22.292773] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-30T20:32:22.293545] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-30T20:32:22.293619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:22.293653] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:22.293681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:22.293740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:22.352990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:22.353698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:22.353781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:22.353814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:22.476706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:22.476862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:22.476902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:22.476929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:22.480231] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=21.65%)
[2025-12-30T20:32:22.480506] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-30T20:32:22.480654] [INFO ] [sig       ] STNE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:22.628521] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STNE.txt
[2025-12-30T20:32:22.628690] [INFO ] [sig       ] [3003/3539] Completed STNE in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:22.628753] [INFO ] [sig       ] [3004/3539] Forecasting STOK...
[2025-12-30T20:32:22.628786] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-30T20:32:22.628816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-30T20:32:22.639960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-30T20:32:22.640238] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-30T20:32:22.641031] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-30T20:32:22.641082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:22.641113] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:22.641138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:22.641195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:22.700183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:22.700878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:22.700962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:22.700995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:22.830807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:22.830993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:22.831053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:22.831099] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:22.836015] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2025-12-30T20:32:22.836481] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-30T20:32:22.836690] [INFO ] [sig       ] STOK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:23.002020] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STOK.txt
[2025-12-30T20:32:23.002159] [INFO ] [sig       ] [3004/3539] Completed STOK in 0.4s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:23.002199] [INFO ] [sig       ] [3005/3539] Forecasting STRA...
[2025-12-30T20:32:23.002228] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-30T20:32:23.002269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-30T20:32:23.013748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-30T20:32:23.014086] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-30T20:32:23.014877] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-30T20:32:23.014930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:23.014961] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:23.014987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:23.015044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:23.072093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:23.072770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:23.072888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:23.072922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:23.192274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:23.192431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:23.192471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:23.192500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:23.195874] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-30T20:32:23.196148] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-30T20:32:23.196270] [INFO ] [sig       ] STRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:23.336789] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STRA.txt
[2025-12-30T20:32:23.336936] [INFO ] [sig       ] [3005/3539] Completed STRA in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:23.336981] [INFO ] [sig       ] [3006/3539] Forecasting STRL...
[2025-12-30T20:32:23.337012] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-30T20:32:23.337042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-30T20:32:23.348403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-30T20:32:23.348717] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-30T20:32:23.349471] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-30T20:32:23.349522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:23.349554] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:23.349603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:23.349663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:23.406892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:23.407565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:23.407667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:23.407701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:23.528591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:23.528758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:23.528799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:23.528827] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:23.532196] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-30T20:32:23.532468] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-30T20:32:23.532608] [INFO ] [sig       ] STRL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:23.673983] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STRL.txt
[2025-12-30T20:32:23.674118] [INFO ] [sig       ] [3006/3539] Completed STRL in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:23.674158] [INFO ] [sig       ] [3007/3539] Forecasting STRS...
[2025-12-30T20:32:23.674186] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-30T20:32:23.674215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-30T20:32:23.685068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-30T20:32:23.685405] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-30T20:32:23.686234] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-30T20:32:23.686286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:23.686318] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:23.686343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:23.686398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:23.746752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:23.747463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:23.747549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:23.747603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:23.837770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:23.837897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:23.837934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:23.837963] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:23.841156] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-30T20:32:23.841425] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-30T20:32:23.841589] [INFO ] [sig       ] STRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:23.982010] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STRS.txt
[2025-12-30T20:32:23.982116] [INFO ] [sig       ] [3007/3539] Completed STRS in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:23.982153] [INFO ] [sig       ] [3008/3539] Forecasting STSS...
[2025-12-30T20:32:23.982188] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-30T20:32:23.982216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-30T20:32:23.992997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-30T20:32:23.993282] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-30T20:32:23.994056] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-30T20:32:23.994107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:23.994139] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:23.994165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:23.994222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:24.051364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:24.051963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:24.052041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:24.052072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:24.170311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:24.170452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:24.170494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:24.170522] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:24.173812] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2025-12-30T20:32:24.174083] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-30T20:32:24.174203] [INFO ] [sig       ] STSS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:24.314434] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STSS.txt
[2025-12-30T20:32:24.314593] [INFO ] [sig       ] [3008/3539] Completed STSS in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:24.314634] [INFO ] [sig       ] [3009/3539] Forecasting STTK...
[2025-12-30T20:32:24.314665] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-30T20:32:24.314696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-30T20:32:24.325620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-30T20:32:24.325937] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-30T20:32:24.326709] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-30T20:32:24.326761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:24.326792] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:24.326818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:24.326875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:24.383322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:24.383934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:24.384011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:24.384043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:24.503962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:24.504116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:24.504174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:24.504203] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:24.507436] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-30T20:32:24.507727] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-30T20:32:24.507853] [INFO ] [sig       ] STTK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:24.649059] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STTK.txt
[2025-12-30T20:32:24.649171] [INFO ] [sig       ] [3009/3539] Completed STTK in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-30T20:32:24.649210] [INFO ] [sig       ] [3010/3539] Forecasting STVN...
[2025-12-30T20:32:24.649239] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-30T20:32:24.649269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-30T20:32:24.660541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-30T20:32:24.660875] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-30T20:32:24.661669] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-30T20:32:24.661723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:24.661757] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:24.661787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:24.661847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:24.723535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:24.724311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:24.724389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:24.724426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:24.841377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:24.841509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:24.841548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:24.841594] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:24.844888] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-30T20:32:24.845154] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-30T20:32:24.845274] [INFO ] [sig       ] STVN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:24.984922] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STVN.txt
[2025-12-30T20:32:24.985054] [INFO ] [sig       ] [3010/3539] Completed STVN in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-30T20:32:24.985093] [INFO ] [sig       ] [3011/3539] Forecasting STWD...
[2025-12-30T20:32:24.985122] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-30T20:32:24.985152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-30T20:32:24.996368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-30T20:32:24.996670] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-30T20:32:24.997427] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-30T20:32:24.997479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:24.997512] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:24.997538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:24.997615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:25.053915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:25.054546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:25.054641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:25.054676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:25.171151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:25.171294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:25.171334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:25.171363] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:25.174646] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-30T20:32:25.174908] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-30T20:32:25.175029] [INFO ] [sig       ] STWD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:25.314958] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/STWD.txt
[2025-12-30T20:32:25.315072] [INFO ] [sig       ] [3011/3539] Completed STWD in 0.3s | 2.89 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-30T20:32:25.315110] [INFO ] [sig       ] [3012/3539] Forecasting STX...
[2025-12-30T20:32:25.315138] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-30T20:32:25.315168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-30T20:32:25.326190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-30T20:32:25.326474] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-30T20:32:25.327245] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-30T20:32:25.327296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:25.327352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:25.327379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:25.327437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:25.384240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:25.384878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:25.384955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:25.384987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:25.509049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:25.509210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:25.509258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:25.509287] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:25.512789] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-30T20:32:25.513062] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-30T20:32:25.513183] [INFO ] [sig       ] STX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:25.707680] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STX.txt
[2025-12-30T20:32:25.707812] [INFO ] [sig       ] [3012/3539] Completed STX in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:25.707850] [INFO ] [sig       ] [3013/3539] Forecasting STXE...
[2025-12-30T20:32:25.707881] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-30T20:32:25.707910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-30T20:32:25.719030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-30T20:32:25.719311] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-30T20:32:25.720083] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-30T20:32:25.720135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:25.720176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:25.720204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:25.720262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:25.778212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:25.779170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:25.779257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:25.779289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:25.889178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:25.889344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:25.889388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:25.889416] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:25.892914] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-30T20:32:25.893230] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-30T20:32:25.893384] [INFO ] [sig       ] STXE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:26.038629] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STXE.txt
[2025-12-30T20:32:26.038804] [INFO ] [sig       ] [3013/3539] Completed STXE in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:26.038847] [INFO ] [sig       ] [3014/3539] Forecasting STXG...
[2025-12-30T20:32:26.038877] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-30T20:32:26.038908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-30T20:32:26.049784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-30T20:32:26.050099] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-30T20:32:26.050919] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-30T20:32:26.050975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:26.051008] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:26.051035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:26.051092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:26.109231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:26.110124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:26.110210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:26.110246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:26.230107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:26.230271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:26.230327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:26.230371] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:26.233984] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-30T20:32:26.234268] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-30T20:32:26.234395] [INFO ] [sig       ] STXG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:26.387001] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/STXG.txt
[2025-12-30T20:32:26.387159] [INFO ] [sig       ] [3014/3539] Completed STXG in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:26.387200] [INFO ] [sig       ] [3015/3539] Forecasting SUI...
[2025-12-30T20:32:26.387228] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-30T20:32:26.387260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-30T20:32:26.399303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-30T20:32:26.399688] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-30T20:32:26.400487] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-30T20:32:26.400539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:26.400593] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:26.400623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:26.400681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:26.457973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:26.458835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:26.458918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:26.458951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:26.579817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:26.579964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:26.580004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:26.580062] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:26.583398] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-30T20:32:26.583686] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-30T20:32:26.583828] [INFO ] [sig       ] SUI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:26.725509] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUI.txt
[2025-12-30T20:32:26.725681] [INFO ] [sig       ] [3015/3539] Completed SUI in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:26.725723] [INFO ] [sig       ] [3016/3539] Forecasting SUN...
[2025-12-30T20:32:26.725753] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-30T20:32:26.725783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-30T20:32:26.737022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-30T20:32:26.737333] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-30T20:32:26.738116] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-30T20:32:26.738168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:26.738199] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:26.738226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:26.738288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:26.797688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:26.798629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:26.798745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:26.798782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:26.920559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:26.920734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:26.920782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:26.920817] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:26.924302] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-30T20:32:26.924595] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-30T20:32:26.924720] [INFO ] [sig       ] SUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:27.066048] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SUN.txt
[2025-12-30T20:32:27.066159] [INFO ] [sig       ] [3016/3539] Completed SUN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:27.066198] [INFO ] [sig       ] [3017/3539] Forecasting SUNS...
[2025-12-30T20:32:27.066233] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-30T20:32:27.066264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-30T20:32:27.078105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-30T20:32:27.078386] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-30T20:32:27.079180] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-30T20:32:27.079231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:27.079262] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:27.079288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:27.079345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:27.136920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:27.137502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:27.137596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:27.137631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:27.258249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:27.258394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:27.258433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:27.258462] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:27.261965] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-30T20:32:27.262244] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-30T20:32:27.262371] [INFO ] [sig       ] SUNS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:27.412723] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUNS.txt
[2025-12-30T20:32:27.412835] [INFO ] [sig       ] [3017/3539] Completed SUNS in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:27.412874] [INFO ] [sig       ] [3018/3539] Forecasting SUPN...
[2025-12-30T20:32:27.412902] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-30T20:32:27.412933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-30T20:32:27.424068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-30T20:32:27.424337] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-30T20:32:27.425100] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-30T20:32:27.425152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:27.425183] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:27.425209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:27.425267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:27.484366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:27.485052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:27.485133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:27.485168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:27.608131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:27.608294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:27.608337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:27.608367] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:27.611879] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-30T20:32:27.612162] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-30T20:32:27.612289] [INFO ] [sig       ] SUPN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:27.762065] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUPN.txt
[2025-12-30T20:32:27.762199] [INFO ] [sig       ] [3018/3539] Completed SUPN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:27.762238] [INFO ] [sig       ] [3019/3539] Forecasting SURG...
[2025-12-30T20:32:27.762267] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-30T20:32:27.762297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-30T20:32:27.773648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-30T20:32:27.773939] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-30T20:32:27.774755] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-30T20:32:27.774810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:27.774845] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:27.774874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:27.774939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:27.836713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:27.837368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:27.837454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:27.837490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:27.956486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:27.956650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:27.956695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:27.956727] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:27.960214] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-30T20:32:27.960489] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-30T20:32:27.960638] [INFO ] [sig       ] SURG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:28.111183] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SURG.txt
[2025-12-30T20:32:28.111301] [INFO ] [sig       ] [3019/3539] Completed SURG in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:28.111340] [INFO ] [sig       ] [3020/3539] Forecasting SUSB...
[2025-12-30T20:32:28.111370] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-30T20:32:28.111401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-30T20:32:28.122751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-30T20:32:28.123033] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-30T20:32:28.123831] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-30T20:32:28.123890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:28.123925] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:28.123956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:28.124017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:28.185956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:28.186714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:28.186802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:28.186838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:28.308600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:28.308775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:28.308825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:28.308880] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:28.312243] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-30T20:32:28.312514] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-30T20:32:28.312656] [INFO ] [sig       ] SUSB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:28.463512] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUSB.txt
[2025-12-30T20:32:28.463715] [INFO ] [sig       ] [3020/3539] Completed SUSB in 0.4s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:28.463757] [INFO ] [sig       ] [3021/3539] Forecasting SUSC...
[2025-12-30T20:32:28.463788] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-30T20:32:28.463819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-30T20:32:28.475559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-30T20:32:28.475882] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-30T20:32:28.476708] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-30T20:32:28.476761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:28.476792] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:28.476819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:28.476876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:28.534141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:28.534904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:28.535003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:28.535037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:28.654633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:28.654793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:28.654838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:28.654866] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:28.658269] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-30T20:32:28.658532] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-30T20:32:28.658674] [INFO ] [sig       ] SUSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:28.800239] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUSC.txt
[2025-12-30T20:32:28.800368] [INFO ] [sig       ] [3021/3539] Completed SUSC in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:28.800407] [INFO ] [sig       ] [3022/3539] Forecasting SUSL...
[2025-12-30T20:32:28.800436] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-30T20:32:28.800466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-30T20:32:28.811910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-30T20:32:28.812200] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-30T20:32:28.812998] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-30T20:32:28.813050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:28.813082] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:28.813108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:28.813166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:28.870023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:28.870762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:28.870889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:28.870943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:28.985920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:28.986082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:28.986123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:28.986151] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:28.989503] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-30T20:32:28.989799] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-30T20:32:28.989947] [INFO ] [sig       ] SUSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:29.132763] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SUSL.txt
[2025-12-30T20:32:29.132929] [INFO ] [sig       ] [3022/3539] Completed SUSL in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:29.132970] [INFO ] [sig       ] [3023/3539] Forecasting SUUN...
[2025-12-30T20:32:29.132999] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-30T20:32:29.133030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-30T20:32:29.144220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-30T20:32:29.144614] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-30T20:32:29.145372] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-30T20:32:29.145425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:29.145456] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:29.145483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:29.145542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:29.203369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:29.204239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:29.204324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:29.204357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:29.323251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:29.323406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:29.323446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:29.323474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:29.326791] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-30T20:32:29.327056] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-30T20:32:29.327180] [INFO ] [sig       ] SUUN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:29.468477] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SUUN.txt
[2025-12-30T20:32:29.468640] [INFO ] [sig       ] [3023/3539] Completed SUUN in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:29.468683] [INFO ] [sig       ] [3024/3539] Forecasting SUZ...
[2025-12-30T20:32:29.468732] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-30T20:32:29.468778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-30T20:32:29.480005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-30T20:32:29.480275] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-30T20:32:29.481049] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-30T20:32:29.481100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:29.481131] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:29.481168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:29.481227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:29.538433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:29.539319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:29.539406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:29.539438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:29.661372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:29.661530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:29.661586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:29.661618] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:29.664911] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-30T20:32:29.665175] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-30T20:32:29.665298] [INFO ] [sig       ] SUZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:29.805738] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SUZ.txt
[2025-12-30T20:32:29.805894] [INFO ] [sig       ] [3024/3539] Completed SUZ in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:29.805934] [INFO ] [sig       ] [3025/3539] Forecasting SVC...
[2025-12-30T20:32:29.805969] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-30T20:32:29.806008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-30T20:32:29.818041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-30T20:32:29.818410] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-30T20:32:29.819309] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-30T20:32:29.819365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:29.819400] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:29.819429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:29.819488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:29.878414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:29.879289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:29.879386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:29.879426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:29.997328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:29.997478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:29.997522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:29.997553] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:30.005384] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-12-30T20:32:30.005792] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-30T20:32:30.005956] [INFO ] [sig       ] SVC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:30.152722] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SVC.txt
[2025-12-30T20:32:30.152891] [INFO ] [sig       ] [3025/3539] Completed SVC in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:30.152933] [INFO ] [sig       ] [3026/3539] Forecasting SVCO...
[2025-12-30T20:32:30.152963] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-30T20:32:30.152993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-30T20:32:30.164097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-30T20:32:30.164456] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-30T20:32:30.165367] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-30T20:32:30.165425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:30.165457] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:30.165483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:30.165542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:30.223068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:30.223959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:30.224065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:30.224098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:30.345648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:30.345806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:30.345852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:30.345881] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:30.349314] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-30T20:32:30.349611] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-30T20:32:30.349740] [INFO ] [sig       ] SVCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:30.490097] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SVCO.txt
[2025-12-30T20:32:30.490230] [INFO ] [sig       ] [3026/3539] Completed SVCO in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-30T20:32:30.490269] [INFO ] [sig       ] [3027/3539] Forecasting SVRA...
[2025-12-30T20:32:30.490298] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-30T20:32:30.490329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-30T20:32:30.501927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-30T20:32:30.502225] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-30T20:32:30.502993] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-30T20:32:30.503045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:30.503076] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:30.503102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:30.503159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:30.561411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:30.562225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:30.562310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:30.562343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:30.680487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:30.680664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:30.680708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:30.680736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:30.684188] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-30T20:32:30.684474] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-30T20:32:30.684621] [INFO ] [sig       ] SVRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:30.825256] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SVRA.txt
[2025-12-30T20:32:30.825412] [INFO ] [sig       ] [3027/3539] Completed SVRA in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-30T20:32:30.825452] [INFO ] [sig       ] [3028/3539] Forecasting SWBI...
[2025-12-30T20:32:30.825482] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-30T20:32:30.825520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-30T20:32:30.836835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-30T20:32:30.837200] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-30T20:32:30.838002] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-30T20:32:30.838055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:30.838087] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:30.838114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:30.838175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:30.895908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:30.896753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:30.896841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:30.896874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:31.016510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:31.016679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:31.016720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:31.016749] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:31.020090] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=79.37%)
[2025-12-30T20:32:31.020367] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-30T20:32:31.020492] [INFO ] [sig       ] SWBI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:31.162224] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SWBI.txt
[2025-12-30T20:32:31.162353] [INFO ] [sig       ] [3028/3539] Completed SWBI in 0.3s | 2.89 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-30T20:32:31.162393] [INFO ] [sig       ] [3029/3539] Forecasting SWIM...
[2025-12-30T20:32:31.162422] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-30T20:32:31.162451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-30T20:32:31.173324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-30T20:32:31.173669] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-30T20:32:31.174442] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-30T20:32:31.174495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:31.174554] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:31.174609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:31.174670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:31.232633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:31.233374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:31.233466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:31.233504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:31.353898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:31.354040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:31.354081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:31.354110] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:31.357427] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-30T20:32:31.357724] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-30T20:32:31.357851] [INFO ] [sig       ] SWIM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:31.502654] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SWIM.txt
[2025-12-30T20:32:31.502814] [INFO ] [sig       ] [3029/3539] Completed SWIM in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:31.502858] [INFO ] [sig       ] [3030/3539] Forecasting SWK...
[2025-12-30T20:32:31.502888] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-30T20:32:31.502918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-30T20:32:31.514737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-30T20:32:31.515090] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-30T20:32:31.515910] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-30T20:32:31.515965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:31.515998] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:31.516053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:31.516115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:31.576063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:31.576928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:31.577016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:31.577050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:31.693274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:31.693429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:31.693472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:31.693500] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:31.696922] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-30T20:32:31.697196] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-30T20:32:31.697321] [INFO ] [sig       ] SWK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:31.847185] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SWK.txt
[2025-12-30T20:32:31.847330] [INFO ] [sig       ] [3030/3539] Completed SWK in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:31.847370] [INFO ] [sig       ] [3031/3539] Forecasting SWKS...
[2025-12-30T20:32:31.847399] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-30T20:32:31.847429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-30T20:32:31.858363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-30T20:32:31.858666] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-30T20:32:31.859444] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-30T20:32:31.859495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:31.859526] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:31.859552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:31.859630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:31.919273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:31.920073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:31.920162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:31.920197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:32.040908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:32.041066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:32.041107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:32.041137] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:32.045119] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-30T20:32:32.045402] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-30T20:32:32.045544] [INFO ] [sig       ] SWKS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:32.200893] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SWKS.txt
[2025-12-30T20:32:32.201055] [INFO ] [sig       ] [3031/3539] Completed SWKS in 0.4s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:32.201097] [INFO ] [sig       ] [3032/3539] Forecasting SWX...
[2025-12-30T20:32:32.201126] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-30T20:32:32.201157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-30T20:32:32.212642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-30T20:32:32.212998] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-30T20:32:32.213808] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-30T20:32:32.213866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:32.213915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:32.213948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:32.214020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:32.273526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:32.274360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:32.274450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:32.274484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:32.392544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:32.392716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:32.392757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:32.392842] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:32.396345] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-12-30T20:32:32.396642] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-30T20:32:32.396770] [INFO ] [sig       ] SWX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:32.552027] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SWX.txt
[2025-12-30T20:32:32.552168] [INFO ] [sig       ] [3032/3539] Completed SWX in 0.4s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:32.552209] [INFO ] [sig       ] [3033/3539] Forecasting SWZ...
[2025-12-30T20:32:32.552239] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-30T20:32:32.552269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-30T20:32:32.563260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-30T20:32:32.563554] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-30T20:32:32.564388] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-30T20:32:32.564441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:32.564472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:32.564499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:32.564556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:32.625487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:32.626340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:32.626425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:32.626459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:32.737688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:32.737841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:32.737883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:32.737911] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:32.741424] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-30T20:32:32.741728] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-30T20:32:32.741856] [INFO ] [sig       ] SWZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:32.897097] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SWZ.txt
[2025-12-30T20:32:32.897252] [INFO ] [sig       ] [3033/3539] Completed SWZ in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:32.897293] [INFO ] [sig       ] [3034/3539] Forecasting SXC...
[2025-12-30T20:32:32.897321] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-30T20:32:32.897351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-30T20:32:32.908820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-30T20:32:32.909103] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-30T20:32:32.909901] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-30T20:32:32.909953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:32.909984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:32.910010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:32.910068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:32.966964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:32.967844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:32.967947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:32.967993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:33.089178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:33.089336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:33.089377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:33.089407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:33.092823] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-12-30T20:32:33.093111] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-30T20:32:33.093243] [INFO ] [sig       ] SXC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:33.237828] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SXC.txt
[2025-12-30T20:32:33.237963] [INFO ] [sig       ] [3034/3539] Completed SXC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:33.238002] [INFO ] [sig       ] [3035/3539] Forecasting SXI...
[2025-12-30T20:32:33.238031] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-30T20:32:33.238062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-30T20:32:33.249366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-30T20:32:33.249661] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-30T20:32:33.250409] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-30T20:32:33.250460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:33.250491] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:33.250516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:33.250593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:33.307554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:33.308201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:33.308280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:33.308312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:33.431149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:33.431293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:33.431333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:33.431361] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:33.434648] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-30T20:32:33.434921] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-30T20:32:33.435044] [INFO ] [sig       ] SXI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:33.578356] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SXI.txt
[2025-12-30T20:32:33.578484] [INFO ] [sig       ] [3035/3539] Completed SXI in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:33.578522] [INFO ] [sig       ] [3036/3539] Forecasting SXTC...
[2025-12-30T20:32:33.578551] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-30T20:32:33.578604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-30T20:32:33.589292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-30T20:32:33.589598] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-30T20:32:33.590352] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-30T20:32:33.590405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:33.590437] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:33.590463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:33.590526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:33.647587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:33.648254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:33.648354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:33.648404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:33.768838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:33.769032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:33.769082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:33.769113] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:33.772681] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-30T20:32:33.772973] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-30T20:32:33.773105] [INFO ] [sig       ] SXTC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:33.915843] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SXTC.txt
[2025-12-30T20:32:33.915971] [INFO ] [sig       ] [3036/3539] Completed SXTC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:33.916011] [INFO ] [sig       ] [3037/3539] Forecasting SY...
[2025-12-30T20:32:33.916040] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-30T20:32:33.916076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-30T20:32:33.928077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-30T20:32:33.928403] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-30T20:32:33.929229] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-30T20:32:33.929298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:33.929344] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:33.929379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:33.929472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:33.988475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:33.989350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:33.989439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:33.989474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:34.109496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:34.109661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:34.109702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:34.109730] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:34.113035] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2025-12-30T20:32:34.113302] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-30T20:32:34.113425] [INFO ] [sig       ] SY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:34.256636] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SY.txt
[2025-12-30T20:32:34.256759] [INFO ] [sig       ] [3037/3539] Completed SY in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:34.256797] [INFO ] [sig       ] [3038/3539] Forecasting SYF...
[2025-12-30T20:32:34.256825] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-30T20:32:34.256855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-30T20:32:34.268424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-30T20:32:34.268756] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-30T20:32:34.269517] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-30T20:32:34.269569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:34.269620] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:34.269647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:34.269704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:34.329175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:34.330075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:34.330172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:34.330214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:34.459187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:34.459361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:34.459405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:34.459433] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:34.462946] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-12-30T20:32:34.463227] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-30T20:32:34.463351] [INFO ] [sig       ] SYF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:34.605921] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SYF.txt
[2025-12-30T20:32:34.606043] [INFO ] [sig       ] [3038/3539] Completed SYF in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:34.606081] [INFO ] [sig       ] [3039/3539] Forecasting SYK...
[2025-12-30T20:32:34.606110] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-30T20:32:34.606139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-30T20:32:34.617544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-30T20:32:34.617847] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-30T20:32:34.618619] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-30T20:32:34.618671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:34.618720] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:34.618748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:34.618807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:34.675765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:34.676402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:34.676509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:34.676542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:34.794050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:34.794202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:34.794242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:34.794271] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:34.797567] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-12-30T20:32:34.797851] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-30T20:32:34.797971] [INFO ] [sig       ] SYK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:34.938783] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SYK.txt
[2025-12-30T20:32:34.938910] [INFO ] [sig       ] [3039/3539] Completed SYK in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:34.938949] [INFO ] [sig       ] [3040/3539] Forecasting SYM...
[2025-12-30T20:32:34.938979] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-30T20:32:34.939009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-30T20:32:34.949912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-30T20:32:34.950205] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-30T20:32:34.951024] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-30T20:32:34.951077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:34.951109] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:34.951137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:34.951196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:35.009692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:35.010430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:35.010527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:35.010590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:35.132277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:35.132377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:35.132430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:35.132461] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:35.135850] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-30T20:32:35.136146] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-30T20:32:35.136275] [INFO ] [sig       ] SYM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:35.278838] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SYM.txt
[2025-12-30T20:32:35.278970] [INFO ] [sig       ] [3040/3539] Completed SYM in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:35.279018] [INFO ] [sig       ] [3041/3539] Forecasting SYNA...
[2025-12-30T20:32:35.279048] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-30T20:32:35.279079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-30T20:32:35.289869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-30T20:32:35.290169] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-30T20:32:35.290943] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-30T20:32:35.290996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:35.291027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:35.291054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:35.291112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:35.348831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:35.349534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:35.349642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:35.349684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:35.470870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:35.471002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:35.471042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:35.471070] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:35.474424] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-30T20:32:35.474712] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-30T20:32:35.474833] [INFO ] [sig       ] SYNA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:35.613707] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SYNA.txt
[2025-12-30T20:32:35.613835] [INFO ] [sig       ] [3041/3539] Completed SYNA in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:35.613877] [INFO ] [sig       ] [3042/3539] Forecasting SYRE...
[2025-12-30T20:32:35.613913] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-30T20:32:35.613953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-30T20:32:35.625231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-30T20:32:35.625531] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-30T20:32:35.626349] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-30T20:32:35.626402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:35.626436] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:35.626463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:35.626522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:35.683094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:35.683723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:35.683799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:35.683830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:35.802506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:35.802659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:35.802702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:35.802731] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:35.806014] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-30T20:32:35.806277] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-30T20:32:35.806431] [INFO ] [sig       ] SYRE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:35.946864] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/SYRE.txt
[2025-12-30T20:32:35.947018] [INFO ] [sig       ] [3042/3539] Completed SYRE in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:35.947058] [INFO ] [sig       ] [3043/3539] Forecasting SYY...
[2025-12-30T20:32:35.947087] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-30T20:32:35.947117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-30T20:32:35.958191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-30T20:32:35.958534] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-30T20:32:35.959399] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-30T20:32:35.959453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:35.959487] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:35.959516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:35.959598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:36.020265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:36.021071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:36.021153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:36.021185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:36.140185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:36.140315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:36.140353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:36.140381] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:36.143708] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-30T20:32:36.143990] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-30T20:32:36.144111] [INFO ] [sig       ] SYY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:36.288116] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/SYY.txt
[2025-12-30T20:32:36.288276] [INFO ] [sig       ] [3043/3539] Completed SYY in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:36.288316] [INFO ] [sig       ] [3044/3539] Forecasting TAC...
[2025-12-30T20:32:36.288345] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-30T20:32:36.288377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-30T20:32:36.300452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-30T20:32:36.300760] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-30T20:32:36.301584] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-30T20:32:36.301637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:36.301668] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:36.301694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:36.301751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:36.360492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:36.361307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:36.361405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:36.361460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:36.479449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:36.479626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:36.479687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:36.479716] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:36.483031] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-30T20:32:36.483305] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-30T20:32:36.483430] [INFO ] [sig       ] TAC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:36.630175] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TAC.txt
[2025-12-30T20:32:36.630312] [INFO ] [sig       ] [3044/3539] Completed TAC in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-30T20:32:36.630353] [INFO ] [sig       ] [3045/3539] Forecasting TAK...
[2025-12-30T20:32:36.630383] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-30T20:32:36.630415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-30T20:32:36.641680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-30T20:32:36.641955] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-30T20:32:36.642724] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-30T20:32:36.642776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:36.642808] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:36.642834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:36.642891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:36.701500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:36.702345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:36.702431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:36.702466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:36.821763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:36.821945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:36.821996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:36.822028] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:36.825589] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-30T20:32:36.825884] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-30T20:32:36.826020] [INFO ] [sig       ] TAK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:36.978346] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TAK.txt
[2025-12-30T20:32:36.978499] [INFO ] [sig       ] [3045/3539] Completed TAK in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-30T20:32:36.978540] [INFO ] [sig       ] [3046/3539] Forecasting TAL...
[2025-12-30T20:32:36.978586] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-30T20:32:36.978621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-30T20:32:36.990722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-30T20:32:36.991113] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-30T20:32:36.991975] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-30T20:32:36.992033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:36.992094] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:36.992126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:36.992186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:37.054439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:37.055456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:37.055600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:37.055649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:37.171192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:37.171352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:37.171395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:37.171424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:37.174840] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-12-30T20:32:37.175118] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-30T20:32:37.175245] [INFO ] [sig       ] TAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:37.319926] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TAL.txt
[2025-12-30T20:32:37.320077] [INFO ] [sig       ] [3046/3539] Completed TAL in 0.3s | 2.89 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-30T20:32:37.320137] [INFO ] [sig       ] [3047/3539] Forecasting TALK...
[2025-12-30T20:32:37.320170] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-30T20:32:37.320203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-30T20:32:37.331722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-30T20:32:37.332102] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-30T20:32:37.332893] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-30T20:32:37.332945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:37.332975] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:37.333001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:37.333057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:37.391061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:37.391947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:37.392035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:37.392070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:37.510729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:37.510893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:37.510937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:37.510966] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:37.514352] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-30T20:32:37.514658] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-30T20:32:37.514786] [INFO ] [sig       ] TALK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:37.666236] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TALK.txt
[2025-12-30T20:32:37.666406] [INFO ] [sig       ] [3047/3539] Completed TALK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:37.666449] [INFO ] [sig       ] [3048/3539] Forecasting TALO...
[2025-12-30T20:32:37.666477] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-30T20:32:37.666509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-30T20:32:37.678438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-30T20:32:37.678873] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-30T20:32:37.679666] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-30T20:32:37.679726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:37.679758] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:37.679797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:37.679869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:37.742253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:37.743200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:37.743293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:37.743329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:37.873117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:37.873302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:37.873363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:37.873407] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:37.877620] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-30T20:32:37.877948] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-30T20:32:37.878097] [INFO ] [sig       ] TALO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:38.038634] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TALO.txt
[2025-12-30T20:32:38.038814] [INFO ] [sig       ] [3048/3539] Completed TALO in 0.4s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:38.038858] [INFO ] [sig       ] [3049/3539] Forecasting TAOP...
[2025-12-30T20:32:38.038889] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-30T20:32:38.038921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-30T20:32:38.050446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-30T20:32:38.050841] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-30T20:32:38.051670] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-30T20:32:38.051723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:38.051755] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:38.051782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:38.051839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:38.108087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:38.108970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:38.109060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:38.109093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:38.221178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:38.221357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:38.221412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:38.221491] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:38.225363] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-30T20:32:38.225666] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-30T20:32:38.225796] [INFO ] [sig       ] TAOP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:38.374542] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TAOP.txt
[2025-12-30T20:32:38.374691] [INFO ] [sig       ] [3049/3539] Completed TAOP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:38.374731] [INFO ] [sig       ] [3050/3539] Forecasting TAP...
[2025-12-30T20:32:38.374760] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-30T20:32:38.374791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-30T20:32:38.386310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-30T20:32:38.386666] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-30T20:32:38.387598] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-30T20:32:38.387653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:38.387685] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:38.387711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:38.387769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:38.449158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:38.449940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:38.450023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:38.450056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:38.569744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:38.569909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:38.569952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:38.569982] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:38.573691] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-30T20:32:38.573975] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-30T20:32:38.574103] [INFO ] [sig       ] TAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:38.713208] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TAP.txt
[2025-12-30T20:32:38.713335] [INFO ] [sig       ] [3050/3539] Completed TAP in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:38.713374] [INFO ] [sig       ] [3051/3539] Forecasting TARA...
[2025-12-30T20:32:38.713403] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-30T20:32:38.713433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-30T20:32:38.724833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-30T20:32:38.725110] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-30T20:32:38.725875] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-30T20:32:38.725927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:38.725958] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:38.725985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:38.726042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:38.782267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:38.782919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:38.782998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:38.783030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:38.899255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:38.899423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:38.899463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:38.899491] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:38.902817] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-30T20:32:38.903082] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-30T20:32:38.903205] [INFO ] [sig       ] TARA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:39.043853] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TARA.txt
[2025-12-30T20:32:39.043992] [INFO ] [sig       ] [3051/3539] Completed TARA in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:39.044032] [INFO ] [sig       ] [3052/3539] Forecasting TARK...
[2025-12-30T20:32:39.044068] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-30T20:32:39.044101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-30T20:32:39.055542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-30T20:32:39.055846] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-30T20:32:39.056621] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-30T20:32:39.056676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:39.056707] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:39.056734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:39.056791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:39.113534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:39.114391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:39.114477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:39.114510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:39.238418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:39.238589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:39.238633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:39.238664] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:39.242017] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-30T20:32:39.242288] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-30T20:32:39.242412] [INFO ] [sig       ] TARK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:39.381618] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TARK.txt
[2025-12-30T20:32:39.381776] [INFO ] [sig       ] [3052/3539] Completed TARK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:39.381817] [INFO ] [sig       ] [3053/3539] Forecasting TARS...
[2025-12-30T20:32:39.381848] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-30T20:32:39.381890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-30T20:32:39.393127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-30T20:32:39.393420] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-30T20:32:39.394198] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-30T20:32:39.394251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:39.394282] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:39.394308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:39.394366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:39.450360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:39.451050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:39.451133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:39.451166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:39.573591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:39.573734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:39.573774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:39.573801] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:39.577033] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-30T20:32:39.577297] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-30T20:32:39.577419] [INFO ] [sig       ] TARS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:39.718274] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TARS.txt
[2025-12-30T20:32:39.718399] [INFO ] [sig       ] [3053/3539] Completed TARS in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:39.718439] [INFO ] [sig       ] [3054/3539] Forecasting TASK...
[2025-12-30T20:32:39.718468] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-30T20:32:39.718497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-30T20:32:39.730768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-30T20:32:39.731078] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-30T20:32:39.731901] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-30T20:32:39.731955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:39.731987] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:39.732014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:39.732071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:39.788865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:39.789806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:39.789893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:39.789925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:39.907524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:39.907711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:39.907753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:39.907780] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:39.911173] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-30T20:32:39.911450] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-30T20:32:39.911570] [INFO ] [sig       ] TASK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:40.059361] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TASK.txt
[2025-12-30T20:32:40.059532] [INFO ] [sig       ] [3054/3539] Completed TASK in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:40.059600] [INFO ] [sig       ] [3055/3539] Forecasting TAYD...
[2025-12-30T20:32:40.059632] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-30T20:32:40.059663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-30T20:32:40.070483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-30T20:32:40.070863] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-30T20:32:40.071672] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-30T20:32:40.071724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:40.071755] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:40.071781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:40.071838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:40.129910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:40.130829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:40.130917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:40.130951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:40.236991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:40.237153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:40.237197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:40.237243] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:40.240756] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-30T20:32:40.241059] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-30T20:32:40.241196] [INFO ] [sig       ] TAYD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:40.386991] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TAYD.txt
[2025-12-30T20:32:40.387121] [INFO ] [sig       ] [3055/3539] Completed TAYD in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:40.387160] [INFO ] [sig       ] [3056/3539] Forecasting TBB...
[2025-12-30T20:32:40.387188] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-30T20:32:40.387228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-30T20:32:40.398076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-30T20:32:40.398356] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-30T20:32:40.399188] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-30T20:32:40.399242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:40.399274] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:40.399301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:40.399359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:40.456130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:40.456830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:40.456939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:40.456975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:40.571249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:40.571393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:40.571435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:40.571464] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:40.574817] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2025-12-30T20:32:40.575091] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-30T20:32:40.575215] [INFO ] [sig       ] TBB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:40.715638] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TBB.txt
[2025-12-30T20:32:40.715755] [INFO ] [sig       ] [3056/3539] Completed TBB in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:40.715795] [INFO ] [sig       ] [3057/3539] Forecasting TBBK...
[2025-12-30T20:32:40.715824] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-30T20:32:40.715854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-30T20:32:40.726805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-30T20:32:40.727070] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-30T20:32:40.727848] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-30T20:32:40.727899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:40.727930] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:40.727956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:40.728013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:40.785496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:40.786132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:40.786213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:40.786260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:40.913949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:40.914109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:40.914152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:40.914182] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:40.917682] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-30T20:32:40.917980] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-30T20:32:40.918121] [INFO ] [sig       ] TBBK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:41.070970] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TBBK.txt
[2025-12-30T20:32:41.071128] [INFO ] [sig       ] [3057/3539] Completed TBBK in 0.4s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:41.071169] [INFO ] [sig       ] [3058/3539] Forecasting TBI...
[2025-12-30T20:32:41.071201] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-30T20:32:41.071233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-30T20:32:41.082745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-30T20:32:41.083017] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-30T20:32:41.083833] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-30T20:32:41.083886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:41.083919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:41.083947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:41.084005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:41.141663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:41.142257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:41.142334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:41.142366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:41.266186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:41.266338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:41.266379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:41.266408] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:41.269851] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-30T20:32:41.270125] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-30T20:32:41.270250] [INFO ] [sig       ] TBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:41.410702] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TBI.txt
[2025-12-30T20:32:41.410826] [INFO ] [sig       ] [3058/3539] Completed TBI in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:41.410864] [INFO ] [sig       ] [3059/3539] Forecasting TBIL...
[2025-12-30T20:32:41.410894] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-30T20:32:41.410924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-30T20:32:41.422760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-30T20:32:41.423024] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-30T20:32:41.423793] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-30T20:32:41.423845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:41.423877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:41.423904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:41.423972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:41.482476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:41.483159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:41.483240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:41.483274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:41.543371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:41.543513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:41.543551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:41.543597] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:41.546828] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-30T20:32:41.547093] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-30T20:32:41.547209] [INFO ] [sig       ] TBIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:41.705200] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TBIL.txt
[2025-12-30T20:32:41.705375] [INFO ] [sig       ] [3059/3539] Completed TBIL in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:41.705415] [INFO ] [sig       ] [3060/3539] Forecasting TBLA...
[2025-12-30T20:32:41.705445] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-30T20:32:41.705475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-30T20:32:41.716331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-30T20:32:41.716617] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-30T20:32:41.717401] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-30T20:32:41.717455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:41.717489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:41.717517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:41.717597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:41.776919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:41.777592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:41.777672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:41.777707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:41.900593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:41.900746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:41.900787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:41.900816] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:41.904140] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-30T20:32:41.904405] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-30T20:32:41.904527] [INFO ] [sig       ] TBLA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:42.051338] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TBLA.txt
[2025-12-30T20:32:42.051500] [INFO ] [sig       ] [3060/3539] Completed TBLA in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:42.051542] [INFO ] [sig       ] [3061/3539] Forecasting TBLD...
[2025-12-30T20:32:42.051592] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-30T20:32:42.051629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-30T20:32:42.063379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-30T20:32:42.063692] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-30T20:32:42.064446] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-30T20:32:42.064508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:42.064541] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:42.064586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:42.064647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:42.123436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:42.124255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:42.124342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:42.124376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:42.245632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:42.245795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:42.245836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:42.245864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:42.249283] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-30T20:32:42.249546] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-30T20:32:42.249682] [INFO ] [sig       ] TBLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:42.396248] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TBLD.txt
[2025-12-30T20:32:42.396405] [INFO ] [sig       ] [3061/3539] Completed TBLD in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-30T20:32:42.396444] [INFO ] [sig       ] [3062/3539] Forecasting TBPH...
[2025-12-30T20:32:42.396474] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-30T20:32:42.396506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-30T20:32:42.408015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-30T20:32:42.408288] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-30T20:32:42.409174] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-30T20:32:42.409228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:42.409262] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:42.409297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:42.409366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:42.468634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:42.469615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:42.469717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:42.469751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:42.586887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:42.587043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:42.587086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:42.587117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:42.590616] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-30T20:32:42.590894] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-30T20:32:42.591020] [INFO ] [sig       ] TBPH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:42.737768] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TBPH.txt
[2025-12-30T20:32:42.737926] [INFO ] [sig       ] [3062/3539] Completed TBPH in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-30T20:32:42.737966] [INFO ] [sig       ] [3063/3539] Forecasting TBRG...
[2025-12-30T20:32:42.737995] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-30T20:32:42.738048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-30T20:32:42.749930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-30T20:32:42.750321] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-30T20:32:42.751127] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-30T20:32:42.751182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:42.751242] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:42.751271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:42.751328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:42.808237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:42.809127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:42.809220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:42.809252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:42.925169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:42.925317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:42.925356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:42.925384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:42.928653] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-12-30T20:32:42.928931] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-30T20:32:42.929051] [INFO ] [sig       ] TBRG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:43.068901] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TBRG.txt
[2025-12-30T20:32:43.069061] [INFO ] [sig       ] [3063/3539] Completed TBRG in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-30T20:32:43.069102] [INFO ] [sig       ] [3064/3539] Forecasting TCBI...
[2025-12-30T20:32:43.069132] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-30T20:32:43.069164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-30T20:32:43.080210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-30T20:32:43.080528] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-30T20:32:43.081298] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-30T20:32:43.081350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:43.081381] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:43.081407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:43.081464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:43.138388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:43.139228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:43.139312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:43.139344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:43.259344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:43.259494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:43.259536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:43.259565] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:43.262904] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-30T20:32:43.263176] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-30T20:32:43.263300] [INFO ] [sig       ] TCBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:43.403673] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TCBI.txt
[2025-12-30T20:32:43.403791] [INFO ] [sig       ] [3064/3539] Completed TCBI in 0.3s | 2.89 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-30T20:32:43.403829] [INFO ] [sig       ] [3065/3539] Forecasting TCBIO...
[2025-12-30T20:32:43.403857] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-30T20:32:43.403888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-30T20:32:43.414907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-30T20:32:43.415165] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-30T20:32:43.415933] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-30T20:32:43.415984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:43.416015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:43.416041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:43.416097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:43.473251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:43.473849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:43.473927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:43.473959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:43.580820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:43.580971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:43.581011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:43.581039] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:43.584317] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-30T20:32:43.584598] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-30T20:32:43.584721] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:43.724438] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TCBIO.txt
[2025-12-30T20:32:43.724548] [INFO ] [sig       ] [3065/3539] Completed TCBIO in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:43.724603] [INFO ] [sig       ] [3066/3539] Forecasting TCBK...
[2025-12-30T20:32:43.724634] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-30T20:32:43.724664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-30T20:32:43.735847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-30T20:32:43.736106] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-30T20:32:43.736909] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-30T20:32:43.736963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:43.736994] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:43.737021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:43.737078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:43.797867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:43.798556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:43.798653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:43.798686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:43.916290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:43.916453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:43.916495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:43.916557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:43.919932] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-30T20:32:43.920200] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-30T20:32:43.920323] [INFO ] [sig       ] TCBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:44.060686] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TCBK.txt
[2025-12-30T20:32:44.060813] [INFO ] [sig       ] [3066/3539] Completed TCBK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:44.060850] [INFO ] [sig       ] [3067/3539] Forecasting TCBX...
[2025-12-30T20:32:44.060877] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-30T20:32:44.060908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-30T20:32:44.071738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-30T20:32:44.071993] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-30T20:32:44.072780] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-30T20:32:44.072832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:44.072863] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:44.072889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:44.072945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:44.129587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:44.130169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:44.130253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:44.130285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:44.250036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:44.250178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:44.250217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:44.250245] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:44.253506] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-30T20:32:44.253790] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-30T20:32:44.253910] [INFO ] [sig       ] TCBX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:44.392908] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TCBX.txt
[2025-12-30T20:32:44.393063] [INFO ] [sig       ] [3067/3539] Completed TCBX in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:44.393103] [INFO ] [sig       ] [3068/3539] Forecasting TCMD...
[2025-12-30T20:32:44.393133] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-30T20:32:44.393162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-30T20:32:44.404497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-30T20:32:44.404779] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-30T20:32:44.405522] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-30T20:32:44.405593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:44.405627] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:44.405654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:44.405713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:44.462533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:44.463210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:44.463289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:44.463321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:44.584503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:44.584670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:44.584711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:44.584740] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:44.588003] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-30T20:32:44.588273] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-30T20:32:44.588392] [INFO ] [sig       ] TCMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:44.726848] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TCMD.txt
[2025-12-30T20:32:44.727014] [INFO ] [sig       ] [3068/3539] Completed TCMD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:44.727054] [INFO ] [sig       ] [3069/3539] Forecasting TCOM...
[2025-12-30T20:32:44.727084] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-30T20:32:44.727116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-30T20:32:44.741268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-30T20:32:44.741631] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-30T20:32:44.742385] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-30T20:32:44.742437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:44.742468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:44.742494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:44.742549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:44.801139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:44.801993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:44.802082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:44.802115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:44.921822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:44.921982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:44.922024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:44.922054] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:44.925456] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-30T20:32:44.925749] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-30T20:32:44.925876] [INFO ] [sig       ] TCOM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:45.068968] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TCOM.txt
[2025-12-30T20:32:45.069119] [INFO ] [sig       ] [3069/3539] Completed TCOM in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:45.069157] [INFO ] [sig       ] [3070/3539] Forecasting TCPC...
[2025-12-30T20:32:45.069189] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-30T20:32:45.069222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-30T20:32:45.081152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-30T20:32:45.081543] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-30T20:32:45.082368] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-30T20:32:45.082422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:45.082454] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:45.082481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:45.082551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:45.139856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:45.140732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:45.140819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:45.140853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:45.262736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:45.262893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:45.262936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:45.262965] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:45.266344] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-30T20:32:45.266639] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-30T20:32:45.266763] [INFO ] [sig       ] TCPC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:45.410531] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TCPC.txt
[2025-12-30T20:32:45.410696] [INFO ] [sig       ] [3070/3539] Completed TCPC in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:45.410736] [INFO ] [sig       ] [3071/3539] Forecasting TCX...
[2025-12-30T20:32:45.410764] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-30T20:32:45.410797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-30T20:32:45.422245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-30T20:32:45.422501] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-30T20:32:45.423276] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-30T20:32:45.423328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:45.423359] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:45.423385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:45.423443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:45.481359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:45.482039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:45.482120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:45.482151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:45.592127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:45.592285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:45.592328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:45.592358] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:45.595703] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-30T20:32:45.595970] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-30T20:32:45.596092] [INFO ] [sig       ] TCX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:45.738268] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TCX.txt
[2025-12-30T20:32:45.738426] [INFO ] [sig       ] [3071/3539] Completed TCX in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:45.738467] [INFO ] [sig       ] [3072/3539] Forecasting TD...
[2025-12-30T20:32:45.738497] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-30T20:32:45.738529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-30T20:32:45.749773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-30T20:32:45.750129] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-30T20:32:45.750920] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-30T20:32:45.750984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:45.751015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:45.751041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:45.751097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:45.808007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:45.808740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:45.808834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:45.808872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:45.936043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:45.936199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:45.936239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:45.936269] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:45.939598] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-30T20:32:45.939875] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-30T20:32:45.940002] [INFO ] [sig       ] TD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:46.086300] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TD.txt
[2025-12-30T20:32:46.086452] [INFO ] [sig       ] [3072/3539] Completed TD in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:46.086491] [INFO ] [sig       ] [3073/3539] Forecasting TDC...
[2025-12-30T20:32:46.086521] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-30T20:32:46.086551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-30T20:32:46.098038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-30T20:32:46.098404] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-30T20:32:46.099312] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-30T20:32:46.099366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:46.099406] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:46.099446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:46.099526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:46.157836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:46.158742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:46.158830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:46.158894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:46.283938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:46.284099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:46.284141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:46.284171] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:46.287539] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-30T20:32:46.287845] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-30T20:32:46.287976] [INFO ] [sig       ] TDC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:46.429210] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TDC.txt
[2025-12-30T20:32:46.429335] [INFO ] [sig       ] [3073/3539] Completed TDC in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:46.429374] [INFO ] [sig       ] [3074/3539] Forecasting TDF...
[2025-12-30T20:32:46.429402] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-30T20:32:46.429432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-30T20:32:46.441201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-30T20:32:46.441528] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-30T20:32:46.442328] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-30T20:32:46.442381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:46.442412] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:46.442438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:46.442495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:46.499345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:46.500070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:46.500154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:46.500186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:46.614661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:46.614817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:46.614859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:46.614887] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:46.618198] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-30T20:32:46.618469] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-30T20:32:46.618606] [INFO ] [sig       ] TDF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:46.766379] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TDF.txt
[2025-12-30T20:32:46.766588] [INFO ] [sig       ] [3074/3539] Completed TDF in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:46.766634] [INFO ] [sig       ] [3075/3539] Forecasting TDG...
[2025-12-30T20:32:46.766664] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-30T20:32:46.766696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-30T20:32:46.779044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-30T20:32:46.779415] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-30T20:32:46.780306] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-30T20:32:46.780362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:46.780393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:46.780420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:46.780478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:46.840851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:46.841824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:46.841924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:46.841969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:46.964126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:46.964287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:46.964345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:46.964390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:46.968197] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-30T20:32:46.968477] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-30T20:32:46.968620] [INFO ] [sig       ] TDG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:47.110902] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TDG.txt
[2025-12-30T20:32:47.111059] [INFO ] [sig       ] [3075/3539] Completed TDG in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:47.111108] [INFO ] [sig       ] [3076/3539] Forecasting TDS...
[2025-12-30T20:32:47.111139] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-30T20:32:47.111170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-30T20:32:47.122788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-30T20:32:47.123141] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-30T20:32:47.123930] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-30T20:32:47.123983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:47.124014] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:47.124042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:47.124098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:47.180947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:47.181821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:47.181907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:47.181939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:47.300987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:47.301152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:47.301201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:47.301239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:47.304697] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-30T20:32:47.304991] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-30T20:32:47.305123] [INFO ] [sig       ] TDS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:47.448422] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TDS.txt
[2025-12-30T20:32:47.448601] [INFO ] [sig       ] [3076/3539] Completed TDS in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:47.448646] [INFO ] [sig       ] [3077/3539] Forecasting TDSC...
[2025-12-30T20:32:47.448678] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-30T20:32:47.448730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-30T20:32:47.459620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-30T20:32:47.459882] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-30T20:32:47.460765] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-30T20:32:47.460817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:47.460848] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:47.460875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:47.460932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:47.517556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:47.518416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:47.518501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:47.518533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:47.624657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:47.624826] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:32:47.624865] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:47.624895] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:47.628239] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-30T20:32:47.628505] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-30T20:32:47.628660] [INFO ] [sig       ] TDSC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:47.785549] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TDSC.txt
[2025-12-30T20:32:47.785736] [INFO ] [sig       ] [3077/3539] Completed TDSC in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:47.785776] [INFO ] [sig       ] [3078/3539] Forecasting TDUP...
[2025-12-30T20:32:47.785808] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-30T20:32:47.785837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-30T20:32:47.798225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-30T20:32:47.798585] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-30T20:32:47.799387] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-30T20:32:47.799440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:47.799472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:47.799499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:47.799556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:47.857211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:47.857924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:47.858009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:47.858042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:47.975969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:47.976128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:47.976170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:47.976199] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:47.979665] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-30T20:32:47.979943] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-30T20:32:47.980070] [INFO ] [sig       ] TDUP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:48.125789] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TDUP.txt
[2025-12-30T20:32:48.125949] [INFO ] [sig       ] [3078/3539] Completed TDUP in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-30T20:32:48.125988] [INFO ] [sig       ] [3079/3539] Forecasting TDY...
[2025-12-30T20:32:48.126018] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-30T20:32:48.126048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-30T20:32:48.137213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-30T20:32:48.137539] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-30T20:32:48.138345] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-30T20:32:48.138399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:48.138432] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:48.138459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:48.138517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:48.196518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:48.197366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:48.197455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:48.197489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:48.316689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:48.316842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:48.316900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:48.316932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:48.320380] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=45.97%)
[2025-12-30T20:32:48.320671] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-30T20:32:48.320799] [INFO ] [sig       ] TDY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:48.464873] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TDY.txt
[2025-12-30T20:32:48.465000] [INFO ] [sig       ] [3079/3539] Completed TDY in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-30T20:32:48.465039] [INFO ] [sig       ] [3080/3539] Forecasting TEAM...
[2025-12-30T20:32:48.465068] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-30T20:32:48.465098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-30T20:32:48.476714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-30T20:32:48.477027] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-30T20:32:48.478031] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-30T20:32:48.478083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:48.478140] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:48.478167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:48.478223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:48.537675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:48.538444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:48.538528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:48.538561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:48.659031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:48.659190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:48.659232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:48.659262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:48.663019] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-30T20:32:48.663316] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-30T20:32:48.663448] [INFO ] [sig       ] TEAM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:48.805849] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TEAM.txt
[2025-12-30T20:32:48.805973] [INFO ] [sig       ] [3080/3539] Completed TEAM in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-30T20:32:48.806012] [INFO ] [sig       ] [3081/3539] Forecasting TECH...
[2025-12-30T20:32:48.806041] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-30T20:32:48.806070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-30T20:32:48.817386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-30T20:32:48.817696] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-30T20:32:48.818466] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-30T20:32:48.818520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:48.818552] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:48.818602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:48.818669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:48.877173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:48.877926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:48.878009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:48.878043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:48.999082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:48.999240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:48.999284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:48.999314] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:49.002731] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-30T20:32:49.003006] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-30T20:32:49.003130] [INFO ] [sig       ] TECH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:49.145427] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TECH.txt
[2025-12-30T20:32:49.145549] [INFO ] [sig       ] [3081/3539] Completed TECH in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-30T20:32:49.145606] [INFO ] [sig       ] [3082/3539] Forecasting TECK...
[2025-12-30T20:32:49.145637] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-30T20:32:49.145667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-30T20:32:49.157170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-30T20:32:49.157658] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-30T20:32:49.158453] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-30T20:32:49.158506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:49.158539] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:49.158565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:49.158645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:49.217181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:49.218050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:49.218145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:49.218182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:49.342838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:49.343001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:49.343043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:49.343071] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:49.346471] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=55.77%)
[2025-12-30T20:32:49.346766] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-30T20:32:49.346893] [INFO ] [sig       ] TECK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:49.490032] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TECK.txt
[2025-12-30T20:32:49.490180] [INFO ] [sig       ] [3082/3539] Completed TECK in 0.3s | 2.89 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-30T20:32:49.490221] [INFO ] [sig       ] [3083/3539] Forecasting TECX...
[2025-12-30T20:32:49.490253] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-30T20:32:49.490290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-30T20:32:49.502094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-30T20:32:49.502422] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-30T20:32:49.503221] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-30T20:32:49.503275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:49.503321] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:49.503349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:49.503405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:49.561925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:49.562736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:49.562824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:49.562858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:49.680333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:49.680489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:49.680531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:49.680609] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:49.684028] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-30T20:32:49.684309] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-30T20:32:49.684436] [INFO ] [sig       ] TECX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:49.825772] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TECX.txt
[2025-12-30T20:32:49.825924] [INFO ] [sig       ] [3083/3539] Completed TECX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:49.825964] [INFO ] [sig       ] [3084/3539] Forecasting TEF...
[2025-12-30T20:32:49.825994] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-30T20:32:49.826040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-30T20:32:49.837674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-30T20:32:49.837989] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-30T20:32:49.842109] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-30T20:32:49.842181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:49.842215] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:49.842243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:49.842305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:49.900165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:49.901052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:49.901146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:49.901181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:50.025762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:50.025923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:50.025965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:50.025994] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:50.029412] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2025-12-30T20:32:50.029742] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-30T20:32:50.029889] [INFO ] [sig       ] TEF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:50.214033] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TEF.txt
[2025-12-30T20:32:50.214177] [INFO ] [sig       ] [3084/3539] Completed TEF in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:50.214216] [INFO ] [sig       ] [3085/3539] Forecasting TEI...
[2025-12-30T20:32:50.214244] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-30T20:32:50.214274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-30T20:32:50.226222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-30T20:32:50.226524] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-30T20:32:50.227296] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-30T20:32:50.227347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:50.227378] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:50.227403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:50.227460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:50.283395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:50.284025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:50.284103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:50.284135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:50.397834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:50.397985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:50.398024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:50.398051] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:50.401395] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-30T20:32:50.401681] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-30T20:32:50.401800] [INFO ] [sig       ] TEI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:50.540990] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TEI.txt
[2025-12-30T20:32:50.541112] [INFO ] [sig       ] [3085/3539] Completed TEI in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:50.541152] [INFO ] [sig       ] [3086/3539] Forecasting TELO...
[2025-12-30T20:32:50.541181] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-30T20:32:50.541211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-30T20:32:50.552515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-30T20:32:50.552830] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-30T20:32:50.553603] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-30T20:32:50.553655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:50.553686] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:50.553712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:50.553769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:50.609814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:50.610423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:50.610502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:50.610534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:50.722796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:50.722949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:50.722988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:50.723016] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:50.726296] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-30T20:32:50.726563] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-30T20:32:50.726703] [INFO ] [sig       ] TELO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:50.866982] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TELO.txt
[2025-12-30T20:32:50.867121] [INFO ] [sig       ] [3086/3539] Completed TELO in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:50.867162] [INFO ] [sig       ] [3087/3539] Forecasting TEM...
[2025-12-30T20:32:50.867208] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-30T20:32:50.867244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-30T20:32:50.878731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-30T20:32:50.879011] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-30T20:32:50.879846] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-30T20:32:50.879898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:50.879931] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:50.879957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:50.880014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:50.936376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:50.937021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:50.937104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:50.937137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:51.059327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:51.059500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:51.059543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:51.059591] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:51.063170] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-30T20:32:51.063448] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-30T20:32:51.063590] [INFO ] [sig       ] TEM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:51.210212] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TEM.txt
[2025-12-30T20:32:51.210387] [INFO ] [sig       ] [3087/3539] Completed TEM in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:51.210431] [INFO ] [sig       ] [3088/3539] Forecasting TENB...
[2025-12-30T20:32:51.210462] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-30T20:32:51.210493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-30T20:32:51.222397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-30T20:32:51.222766] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-30T20:32:51.223558] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-30T20:32:51.223631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:51.223665] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:51.223692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:51.223751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:51.284839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:51.285718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:51.285803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:51.285837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:51.415781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:51.415952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:51.416009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:51.416041] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:51.423761] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-30T20:32:51.424240] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-30T20:32:51.424423] [INFO ] [sig       ] TENB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:51.617525] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TENB.txt
[2025-12-30T20:32:51.617757] [INFO ] [sig       ] [3088/3539] Completed TENB in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:51.617827] [INFO ] [sig       ] [3089/3539] Forecasting TENX...
[2025-12-30T20:32:51.617880] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-30T20:32:51.617935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-30T20:32:51.633651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-30T20:32:51.634134] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-30T20:32:51.635290] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-30T20:32:51.635356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:51.635398] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:51.635436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:51.635521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:51.703149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:51.704209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:51.704327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:51.704367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:51.856504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:51.856718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:51.856765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:51.856795] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:51.860829] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-30T20:32:51.861246] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-30T20:32:51.861412] [INFO ] [sig       ] TENX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:52.037325] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TENX.txt
[2025-12-30T20:32:52.037535] [INFO ] [sig       ] [3089/3539] Completed TENX in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:52.037604] [INFO ] [sig       ] [3090/3539] Forecasting TEO...
[2025-12-30T20:32:52.037640] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-30T20:32:52.037677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-30T20:32:52.054745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-30T20:32:52.055246] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-30T20:32:52.056469] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-30T20:32:52.056543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:52.056623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:52.056672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:52.056762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:52.139358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:52.140530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:52.140761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:52.140817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:52.277624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:52.277789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:52.277832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:52.277896] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:52.281531] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-12-30T20:32:52.281862] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-30T20:32:52.282001] [INFO ] [sig       ] TEO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:52.473924] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TEO.txt
[2025-12-30T20:32:52.474088] [INFO ] [sig       ] [3090/3539] Completed TEO in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:52.474129] [INFO ] [sig       ] [3091/3539] Forecasting TERN...
[2025-12-30T20:32:52.474159] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-30T20:32:52.474191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-30T20:32:52.486532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-30T20:32:52.486951] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-30T20:32:52.487781] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-30T20:32:52.487834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:52.487866] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:52.487892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:52.487949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:52.543784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:52.544667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:52.544751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:52.544783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:52.665590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:52.665749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:52.665791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:52.665819] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:52.669193] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-30T20:32:52.669481] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-30T20:32:52.669628] [INFO ] [sig       ] TERN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:52.812827] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TERN.txt
[2025-12-30T20:32:52.812974] [INFO ] [sig       ] [3091/3539] Completed TERN in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:52.813013] [INFO ] [sig       ] [3092/3539] Forecasting TEVA...
[2025-12-30T20:32:52.813043] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-30T20:32:52.813072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-30T20:32:52.825722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-30T20:32:52.826194] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-30T20:32:52.827085] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-30T20:32:52.827142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:52.827175] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:52.827201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:52.827257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:52.887974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:52.888950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:52.889044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:52.889096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:53.009402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:53.009564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:53.009627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:53.009659] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:53.013110] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-30T20:32:53.013388] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-30T20:32:53.013518] [INFO ] [sig       ] TEVA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:53.164959] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TEVA.txt
[2025-12-30T20:32:53.165114] [INFO ] [sig       ] [3092/3539] Completed TEVA in 0.4s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:53.165155] [INFO ] [sig       ] [3093/3539] Forecasting TEX...
[2025-12-30T20:32:53.165184] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-30T20:32:53.165215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-30T20:32:53.177023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-30T20:32:53.177387] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-30T20:32:53.178203] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-30T20:32:53.178257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:53.178291] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:53.178319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:53.178377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:53.235364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:53.236284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:53.236372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:53.236404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:53.358223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:53.358378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:53.358419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:53.358447] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:53.361854] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=52.34%)
[2025-12-30T20:32:53.362119] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-30T20:32:53.362248] [INFO ] [sig       ] TEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:53.504209] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TEX.txt
[2025-12-30T20:32:53.504370] [INFO ] [sig       ] [3093/3539] Completed TEX in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:53.504413] [INFO ] [sig       ] [3094/3539] Forecasting TFC...
[2025-12-30T20:32:53.504446] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-30T20:32:53.504477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-30T20:32:53.516553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-30T20:32:53.516828] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-30T20:32:53.517614] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-30T20:32:53.517666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:53.517697] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:53.517723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:53.517790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:53.573985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:53.574569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:53.574664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:53.574696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:53.696985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:53.697126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:53.697165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:53.697193] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:53.700456] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-30T20:32:53.700737] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-30T20:32:53.700856] [INFO ] [sig       ] TFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:53.842542] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TFC.txt
[2025-12-30T20:32:53.842707] [INFO ] [sig       ] [3094/3539] Completed TFC in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:53.842748] [INFO ] [sig       ] [3095/3539] Forecasting TFII...
[2025-12-30T20:32:53.842777] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-30T20:32:53.842807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-30T20:32:53.854694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-30T20:32:53.854979] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-30T20:32:53.855800] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-30T20:32:53.855851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:53.855882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:53.855908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:53.855964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:53.915006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:53.915780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:53.915871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:53.915903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:54.031208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:54.031370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:54.031412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:54.031441] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:54.034872] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-30T20:32:54.035150] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-30T20:32:54.035279] [INFO ] [sig       ] TFII: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:54.176074] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TFII.txt
[2025-12-30T20:32:54.176212] [INFO ] [sig       ] [3095/3539] Completed TFII in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:54.176253] [INFO ] [sig       ] [3096/3539] Forecasting TFIN...
[2025-12-30T20:32:54.176283] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-30T20:32:54.176318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-30T20:32:54.187906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-30T20:32:54.188252] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-30T20:32:54.189132] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-30T20:32:54.189185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:54.189218] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:54.189244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:54.189303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:54.247960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:54.248662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:54.248760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:54.248796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:54.360684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:54.360837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:54.360877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:54.360906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:54.364202] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-30T20:32:54.364472] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-30T20:32:54.364611] [INFO ] [sig       ] TFIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:54.507736] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TFIN.txt
[2025-12-30T20:32:54.507880] [INFO ] [sig       ] [3096/3539] Completed TFIN in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-30T20:32:54.507920] [INFO ] [sig       ] [3097/3539] Forecasting TFPM...
[2025-12-30T20:32:54.507947] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-30T20:32:54.507977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-30T20:32:54.519939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-30T20:32:54.520234] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-30T20:32:54.521029] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-30T20:32:54.521081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:54.521138] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:54.521172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:54.521250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:54.582331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:54.583025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:54.583108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:54.583141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:54.706330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:54.706487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:54.706527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:54.706555] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:54.709869] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-30T20:32:54.710131] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-30T20:32:54.710252] [INFO ] [sig       ] TFPM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:54.854081] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TFPM.txt
[2025-12-30T20:32:54.854213] [INFO ] [sig       ] [3097/3539] Completed TFPM in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-30T20:32:54.854265] [INFO ] [sig       ] [3098/3539] Forecasting TFSL...
[2025-12-30T20:32:54.854303] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-30T20:32:54.854343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-30T20:32:54.867067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-30T20:32:54.867367] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-30T20:32:54.868151] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-30T20:32:54.868202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:54.868233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:54.868260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:54.868317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:54.926179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:54.926841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:54.926928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:54.926960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:55.043465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:55.043640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:55.043682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:55.043711] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:55.047005] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-12-30T20:32:55.047271] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-30T20:32:55.047392] [INFO ] [sig       ] TFSL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:55.189018] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TFSL.txt
[2025-12-30T20:32:55.189145] [INFO ] [sig       ] [3098/3539] Completed TFSL in 0.3s | 2.89 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-30T20:32:55.189184] [INFO ] [sig       ] [3099/3539] Forecasting TG...
[2025-12-30T20:32:55.189213] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-30T20:32:55.189250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-30T20:32:55.200768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-30T20:32:55.201222] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-30T20:32:55.202052] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-30T20:32:55.202105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:55.202137] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:55.202164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:55.202221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:55.259275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:55.260208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:55.260301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:55.260336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:55.392301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:55.392517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:55.392609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:55.392655] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:55.397303] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-12-30T20:32:55.397753] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-30T20:32:55.397933] [INFO ] [sig       ] TG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:55.549509] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TG.txt
[2025-12-30T20:32:55.549752] [INFO ] [sig       ] [3099/3539] Completed TG in 0.4s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:55.549815] [INFO ] [sig       ] [3100/3539] Forecasting TGLS...
[2025-12-30T20:32:55.549861] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-30T20:32:55.549910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-30T20:32:55.564908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-30T20:32:55.565372] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-30T20:32:55.566433] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-30T20:32:55.566501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:55.566547] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:55.566617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:55.566707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:55.637526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:55.638448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:55.638539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:55.638594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:55.759328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:55.759494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:55.759538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:55.759623] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:55.763950] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-30T20:32:55.764325] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-30T20:32:55.764512] [INFO ] [sig       ] TGLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:55.917694] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TGLS.txt
[2025-12-30T20:32:55.917818] [INFO ] [sig       ] [3100/3539] Completed TGLS in 0.4s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:55.917857] [INFO ] [sig       ] [3101/3539] Forecasting TGNA...
[2025-12-30T20:32:55.917886] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-30T20:32:55.917915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-30T20:32:55.929107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-30T20:32:55.929372] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-30T20:32:55.930142] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-30T20:32:55.930194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:55.930225] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:55.930253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:55.930310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:55.986908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:55.987480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:55.987562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:55.987612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:56.107769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:56.107900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:56.107938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:56.107966] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:56.111276] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-12-30T20:32:56.111547] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-30T20:32:56.111691] [INFO ] [sig       ] TGNA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:56.253889] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TGNA.txt
[2025-12-30T20:32:56.254035] [INFO ] [sig       ] [3101/3539] Completed TGNA in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:56.254075] [INFO ] [sig       ] [3102/3539] Forecasting TGS...
[2025-12-30T20:32:56.254104] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-30T20:32:56.254134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-30T20:32:56.266099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-30T20:32:56.266411] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-30T20:32:56.267288] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-30T20:32:56.267343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:56.267375] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:56.267403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:56.267463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:56.325850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:56.326609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:56.326698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:56.326730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:56.441535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:56.441696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:56.441739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:56.441769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:56.445246] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-30T20:32:56.445525] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-30T20:32:56.445673] [INFO ] [sig       ] TGS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:56.594793] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TGS.txt
[2025-12-30T20:32:56.594919] [INFO ] [sig       ] [3102/3539] Completed TGS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:56.594958] [INFO ] [sig       ] [3103/3539] Forecasting TGTX...
[2025-12-30T20:32:56.594987] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-30T20:32:56.595018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-30T20:32:56.605777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-30T20:32:56.606077] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-30T20:32:56.606850] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-30T20:32:56.606901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:56.606932] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:56.606958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:56.607015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:56.665079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:56.665755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:56.665836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:56.665868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:56.785669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:56.785831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:56.785875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:56.785902] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:56.789188] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-30T20:32:56.789477] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-30T20:32:56.789637] [INFO ] [sig       ] TGTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:56.932656] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TGTX.txt
[2025-12-30T20:32:56.932798] [INFO ] [sig       ] [3103/3539] Completed TGTX in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:56.932838] [INFO ] [sig       ] [3104/3539] Forecasting TH...
[2025-12-30T20:32:56.932866] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-30T20:32:56.932897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-30T20:32:56.944339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-30T20:32:56.944654] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-30T20:32:56.945431] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-30T20:32:56.945484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:56.945516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:56.945545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:56.945626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:57.004806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:57.005541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:57.005645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:57.005681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:57.128274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:57.128427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:57.128468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:57.128497] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:57.131890] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-30T20:32:57.132158] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-30T20:32:57.132277] [INFO ] [sig       ] TH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:57.273555] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TH.txt
[2025-12-30T20:32:57.273699] [INFO ] [sig       ] [3104/3539] Completed TH in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:57.273737] [INFO ] [sig       ] [3105/3539] Forecasting THC...
[2025-12-30T20:32:57.273767] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-30T20:32:57.273798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-30T20:32:57.285046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-30T20:32:57.285336] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-30T20:32:57.286109] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-30T20:32:57.286161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:57.286191] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:57.286218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:57.286276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:57.342802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:57.343383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:57.343462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:57.343494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:57.464315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:57.464433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:57.464472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:57.464499] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:57.467748] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-30T20:32:57.468013] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-30T20:32:57.468134] [INFO ] [sig       ] THC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:57.610947] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/THC.txt
[2025-12-30T20:32:57.611069] [INFO ] [sig       ] [3105/3539] Completed THC in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:57.611107] [INFO ] [sig       ] [3106/3539] Forecasting THFF...
[2025-12-30T20:32:57.611137] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-30T20:32:57.611166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-30T20:32:57.622085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-30T20:32:57.622371] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-30T20:32:57.623150] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-30T20:32:57.623202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:57.623233] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:57.623259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:57.623315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:57.680452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:57.681090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:57.681167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:57.681198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:57.804213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:57.804345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:57.804384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:57.804412] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:57.807664] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-12-30T20:32:57.807928] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-30T20:32:57.808047] [INFO ] [sig       ] THFF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:57.948561] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/THFF.txt
[2025-12-30T20:32:57.948717] [INFO ] [sig       ] [3106/3539] Completed THFF in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:57.948767] [INFO ] [sig       ] [3107/3539] Forecasting THG...
[2025-12-30T20:32:57.948797] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-30T20:32:57.948826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-30T20:32:57.959908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-30T20:32:57.960204] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-30T20:32:57.960981] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-30T20:32:57.961032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:57.961073] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:57.961101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:57.961159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:58.018740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:58.019383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:58.019487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:58.019523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:58.137452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:58.137599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:58.137641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:58.137669] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:58.140876] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-30T20:32:58.141137] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-30T20:32:58.141260] [INFO ] [sig       ] THG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:58.280757] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/THG.txt
[2025-12-30T20:32:58.280867] [INFO ] [sig       ] [3107/3539] Completed THG in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:58.280905] [INFO ] [sig       ] [3108/3539] Forecasting THO...
[2025-12-30T20:32:58.280935] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-30T20:32:58.280964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-30T20:32:58.292147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-30T20:32:58.292430] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-30T20:32:58.293203] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-30T20:32:58.293253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:58.293285] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:58.293311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:58.293368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:58.350197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:58.350991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:58.351074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:58.351107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:58.469771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:58.469912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:58.469951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:58.469980] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:58.473236] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-30T20:32:58.473503] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-30T20:32:58.473642] [INFO ] [sig       ] THO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:58.621535] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/THO.txt
[2025-12-30T20:32:58.621720] [INFO ] [sig       ] [3108/3539] Completed THO in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:58.621761] [INFO ] [sig       ] [3109/3539] Forecasting THQ...
[2025-12-30T20:32:58.621792] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-30T20:32:58.621824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-30T20:32:58.633309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-30T20:32:58.633722] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-30T20:32:58.634511] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-30T20:32:58.634565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:58.634618] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:58.634649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:58.634707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:58.695011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:58.695867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:58.695955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:58.695987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:58.813163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:58.813312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:58.813352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:58.813381] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:58.817075] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2025-12-30T20:32:58.817415] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-30T20:32:58.817555] [INFO ] [sig       ] THQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:58.959986] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/THQ.txt
[2025-12-30T20:32:58.960105] [INFO ] [sig       ] [3109/3539] Completed THQ in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:58.960143] [INFO ] [sig       ] [3110/3539] Forecasting THRM...
[2025-12-30T20:32:58.960172] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-30T20:32:58.960202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-30T20:32:58.970764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-30T20:32:58.971030] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-30T20:32:58.971794] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-30T20:32:58.971846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:58.971877] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:58.971903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:58.971964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:59.032094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:59.032938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:59.033024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:59.033058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:59.151924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:59.152073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:59.152113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:59.152143] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:59.155420] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-30T20:32:59.155712] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-30T20:32:59.155833] [INFO ] [sig       ] THRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:59.295545] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/THRM.txt
[2025-12-30T20:32:59.295697] [INFO ] [sig       ] [3110/3539] Completed THRM in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:59.295750] [INFO ] [sig       ] [3111/3539] Forecasting THRY...
[2025-12-30T20:32:59.295783] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-30T20:32:59.295814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-30T20:32:59.307723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-30T20:32:59.308003] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-30T20:32:59.308838] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-30T20:32:59.308891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:59.308922] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:59.308949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:59.309007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:59.368079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:59.368773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:59.368858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:59.368890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:59.490194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:59.490337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:59.490377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:59.490405] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:59.493734] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-30T20:32:59.494014] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-30T20:32:59.494139] [INFO ] [sig       ] THRY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:32:59.636928] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/THRY.txt
[2025-12-30T20:32:59.637054] [INFO ] [sig       ] [3111/3539] Completed THRY in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:59.637092] [INFO ] [sig       ] [3112/3539] Forecasting THS...
[2025-12-30T20:32:59.637122] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-30T20:32:59.637151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-30T20:32:59.648682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-30T20:32:59.649020] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-30T20:32:59.649804] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-30T20:32:59.649855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:59.649887] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:59.649914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:59.649972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:32:59.707412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:32:59.708237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:32:59.708319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:32:59.708352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:32:59.828693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:32:59.828872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:32:59.828912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:32:59.828940] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:32:59.832253] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-30T20:32:59.832521] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-30T20:32:59.832676] [INFO ] [sig       ] THS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:32:59.972238] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/THS.txt
[2025-12-30T20:32:59.972370] [INFO ] [sig       ] [3112/3539] Completed THS in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:32:59.972409] [INFO ] [sig       ] [3113/3539] Forecasting TIGO...
[2025-12-30T20:32:59.972437] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-30T20:32:59.972469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-30T20:32:59.984093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-30T20:32:59.984383] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-30T20:32:59.985185] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-30T20:32:59.985239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:32:59.985271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:32:59.985299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:32:59.985358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:00.044079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:00.044929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:00.045019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:00.045054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:00.162128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:00.162286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:00.162329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:00.162359] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:00.165824] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-30T20:33:00.166104] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-30T20:33:00.166236] [INFO ] [sig       ] TIGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:00.310918] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TIGO.txt
[2025-12-30T20:33:00.311070] [INFO ] [sig       ] [3113/3539] Completed TIGO in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-30T20:33:00.311111] [INFO ] [sig       ] [3114/3539] Forecasting TIL...
[2025-12-30T20:33:00.311141] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-30T20:33:00.311175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-30T20:33:00.322734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-30T20:33:00.323076] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-30T20:33:00.323945] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-30T20:33:00.324000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:00.324068] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:00.324100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:00.324176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:00.383609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:00.384380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:00.384465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:00.384497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:00.505454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:00.505592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:00.505640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:00.505683] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:00.509139] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2025-12-30T20:33:00.509418] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-30T20:33:00.509540] [INFO ] [sig       ] TIL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:00.666335] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TIL.txt
[2025-12-30T20:33:00.666497] [INFO ] [sig       ] [3114/3539] Completed TIL in 0.4s | 2.89 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-30T20:33:00.666536] [INFO ] [sig       ] [3115/3539] Forecasting TILE...
[2025-12-30T20:33:00.666565] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-30T20:33:00.666620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-30T20:33:00.678286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-30T20:33:00.678729] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-30T20:33:00.679597] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-30T20:33:00.679651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:00.679683] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:00.679710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:00.679769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:00.738380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:00.739294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:00.739382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:00.739414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:00.867445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:00.867619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:00.867664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:00.867693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:00.871106] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-30T20:33:00.871380] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-30T20:33:00.871507] [INFO ] [sig       ] TILE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:01.011266] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TILE.txt
[2025-12-30T20:33:01.011384] [INFO ] [sig       ] [3115/3539] Completed TILE in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-30T20:33:01.011422] [INFO ] [sig       ] [3116/3539] Forecasting TIMB...
[2025-12-30T20:33:01.011451] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-30T20:33:01.011481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-30T20:33:01.022445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-30T20:33:01.022724] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-30T20:33:01.023491] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-30T20:33:01.023557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:01.023615] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:01.023644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:01.023702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:01.081817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:01.082403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:01.082496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:01.082529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:01.200155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:01.200308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:01.200346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:01.200380] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:01.203629] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-30T20:33:01.203897] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-30T20:33:01.204017] [INFO ] [sig       ] TIMB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:01.343679] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TIMB.txt
[2025-12-30T20:33:01.343793] [INFO ] [sig       ] [3116/3539] Completed TIMB in 0.3s | 2.89 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-30T20:33:01.343831] [INFO ] [sig       ] [3117/3539] Forecasting TITN...
[2025-12-30T20:33:01.343860] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-30T20:33:01.343890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-30T20:33:01.355123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-30T20:33:01.355389] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-30T20:33:01.356150] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-30T20:33:01.356201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:01.356231] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:01.356257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:01.356313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:01.416562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:01.417218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:01.417317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:01.417352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:01.536847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:01.536969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:01.537008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:01.537068] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:01.540471] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-30T20:33:01.540803] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-30T20:33:01.540926] [INFO ] [sig       ] TITN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:01.699472] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TITN.txt
[2025-12-30T20:33:01.699667] [INFO ] [sig       ] [3117/3539] Completed TITN in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:01.699717] [INFO ] [sig       ] [3118/3539] Forecasting TJX...
[2025-12-30T20:33:01.699748] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-30T20:33:01.699780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-30T20:33:01.711606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-30T20:33:01.711860] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-30T20:33:01.712637] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-30T20:33:01.712690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:01.712731] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:01.712759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:01.712816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:01.769670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:01.770266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:01.770346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:01.770378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:01.892831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:01.892982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:01.893023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:01.893050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:01.896340] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-30T20:33:01.896631] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-30T20:33:01.896755] [INFO ] [sig       ] TJX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:02.035508] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TJX.txt
[2025-12-30T20:33:02.035631] [INFO ] [sig       ] [3118/3539] Completed TJX in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:02.035671] [INFO ] [sig       ] [3119/3539] Forecasting TK...
[2025-12-30T20:33:02.035700] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-30T20:33:02.035729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-30T20:33:02.046956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-30T20:33:02.047208] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-30T20:33:02.047977] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-30T20:33:02.048029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:02.048059] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:02.048085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:02.048143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:02.104960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:02.105530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:02.105633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:02.105666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:02.223421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:02.223543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:02.223596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:02.223627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:02.226782] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-30T20:33:02.227040] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-30T20:33:02.227159] [INFO ] [sig       ] TK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:02.365990] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TK.txt
[2025-12-30T20:33:02.366096] [INFO ] [sig       ] [3119/3539] Completed TK in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:02.366134] [INFO ] [sig       ] [3120/3539] Forecasting TKC...
[2025-12-30T20:33:02.366163] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-30T20:33:02.366194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-30T20:33:02.377109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-30T20:33:02.377372] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-30T20:33:02.378145] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-30T20:33:02.378196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:02.378226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:02.378253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:02.378309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:02.435356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:02.435951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:02.436029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:02.436061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:02.555848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:02.556011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:02.556051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:02.556079] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:02.559467] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-30T20:33:02.559785] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-30T20:33:02.559912] [INFO ] [sig       ] TKC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:02.701602] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TKC.txt
[2025-12-30T20:33:02.701777] [INFO ] [sig       ] [3120/3539] Completed TKC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:02.701818] [INFO ] [sig       ] [3121/3539] Forecasting TKNO...
[2025-12-30T20:33:02.701848] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-30T20:33:02.701877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-30T20:33:02.712944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-30T20:33:02.713312] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-30T20:33:02.714100] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-30T20:33:02.714152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:02.714183] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:02.714210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:02.714267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:02.771308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:02.772186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:02.772271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:02.772303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:02.891160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:02.891328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:02.891367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:02.891396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:02.894743] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=62.27%)
[2025-12-30T20:33:02.895021] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-30T20:33:02.895145] [INFO ] [sig       ] TKNO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:03.036324] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TKNO.txt
[2025-12-30T20:33:03.036488] [INFO ] [sig       ] [3121/3539] Completed TKNO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:03.036529] [INFO ] [sig       ] [3122/3539] Forecasting TKO...
[2025-12-30T20:33:03.036560] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-30T20:33:03.036618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-30T20:33:03.048824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-30T20:33:03.049154] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-30T20:33:03.049934] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-30T20:33:03.049987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:03.050018] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:03.050044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:03.050101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:03.106488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:03.107174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:03.107257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:03.107288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:03.227238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:03.227395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:03.227434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:03.227462] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:03.230798] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2025-12-30T20:33:03.231075] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-30T20:33:03.231195] [INFO ] [sig       ] TKO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:03.369428] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TKO.txt
[2025-12-30T20:33:03.369544] [INFO ] [sig       ] [3122/3539] Completed TKO in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:03.369606] [INFO ] [sig       ] [3123/3539] Forecasting TLK...
[2025-12-30T20:33:03.369640] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-30T20:33:03.369671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-30T20:33:03.380790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-30T20:33:03.381082] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-30T20:33:03.381849] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-30T20:33:03.381901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:03.381932] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:03.381958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:03.382014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:03.438568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:03.439202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:03.439282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:03.439314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:03.563162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:03.563338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:03.563384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:03.563417] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:03.567014] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-30T20:33:03.567335] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-30T20:33:03.567477] [INFO ] [sig       ] TLK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:03.715643] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TLK.txt
[2025-12-30T20:33:03.715811] [INFO ] [sig       ] [3123/3539] Completed TLK in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:03.715854] [INFO ] [sig       ] [3124/3539] Forecasting TLS...
[2025-12-30T20:33:03.715884] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-30T20:33:03.715918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-30T20:33:03.726839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-30T20:33:03.727137] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-30T20:33:03.727939] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-30T20:33:03.727993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:03.728024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:03.728051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:03.728109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:03.785811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:03.786548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:03.786679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:03.786715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:03.908018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:03.908184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:03.908226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:03.908254] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:03.911935] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-30T20:33:03.912253] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-30T20:33:03.912388] [INFO ] [sig       ] TLS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:04.059272] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TLS.txt
[2025-12-30T20:33:04.059427] [INFO ] [sig       ] [3124/3539] Completed TLS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:04.059467] [INFO ] [sig       ] [3125/3539] Forecasting TLSA...
[2025-12-30T20:33:04.059497] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-30T20:33:04.059529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-30T20:33:04.070849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-30T20:33:04.071214] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-30T20:33:04.072018] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-30T20:33:04.072070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:04.072101] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:04.072128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:04.072185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:04.129032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:04.129921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:04.130003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:04.130036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:04.250886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:04.251050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:04.251091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:04.251120] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:04.254460] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-30T20:33:04.254751] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-30T20:33:04.254875] [INFO ] [sig       ] TLSA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:04.396188] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TLSA.txt
[2025-12-30T20:33:04.396346] [INFO ] [sig       ] [3125/3539] Completed TLSA in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:04.396386] [INFO ] [sig       ] [3126/3539] Forecasting TLSI...
[2025-12-30T20:33:04.396417] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-30T20:33:04.396448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-30T20:33:04.407651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-30T20:33:04.407993] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-30T20:33:04.408798] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-30T20:33:04.408858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:04.408889] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:04.408915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:04.408974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:04.465880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:04.466778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:04.466867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:04.466899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:04.582882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:04.583042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:04.583083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:04.583112] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:04.586426] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-12-30T20:33:04.586725] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-30T20:33:04.586851] [INFO ] [sig       ] TLSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:04.726998] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TLSI.txt
[2025-12-30T20:33:04.727124] [INFO ] [sig       ] [3126/3539] Completed TLSI in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:04.727164] [INFO ] [sig       ] [3127/3539] Forecasting TLYS...
[2025-12-30T20:33:04.727193] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-30T20:33:04.727224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-30T20:33:04.738337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-30T20:33:04.738621] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-30T20:33:04.739392] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-30T20:33:04.739444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:04.739475] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:04.739501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:04.739558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:04.796708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:04.797396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:04.797476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:04.797508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:04.914316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:04.914481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:04.914521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:04.914551] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:04.917999] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-30T20:33:04.918314] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-30T20:33:04.918447] [INFO ] [sig       ] TLYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:05.062661] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TLYS.txt
[2025-12-30T20:33:05.062838] [INFO ] [sig       ] [3127/3539] Completed TLYS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:05.062877] [INFO ] [sig       ] [3128/3539] Forecasting TM...
[2025-12-30T20:33:05.062908] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-30T20:33:05.062937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-30T20:33:05.074188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-30T20:33:05.074472] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-30T20:33:05.075238] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-30T20:33:05.075290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:05.075321] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:05.075348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:05.075405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:05.132707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:05.133313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:05.133414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:05.133448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:05.251031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:05.251193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:05.251233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:05.251261] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:05.254621] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-12-30T20:33:05.254902] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-30T20:33:05.255026] [INFO ] [sig       ] TM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:05.397038] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TM.txt
[2025-12-30T20:33:05.397166] [INFO ] [sig       ] [3128/3539] Completed TM in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:05.397205] [INFO ] [sig       ] [3129/3539] Forecasting TMC...
[2025-12-30T20:33:05.397234] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-30T20:33:05.397265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-30T20:33:05.408854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-30T20:33:05.409122] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-30T20:33:05.409896] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-30T20:33:05.409948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:05.409979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:05.410006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:05.410062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:05.467529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:05.468404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:05.468500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:05.468533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:05.584913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:05.585064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:05.585106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:05.585134] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:05.588412] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-30T20:33:05.588698] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-30T20:33:05.588838] [INFO ] [sig       ] TMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:05.734982] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TMC.txt
[2025-12-30T20:33:05.735160] [INFO ] [sig       ] [3129/3539] Completed TMC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:05.735199] [INFO ] [sig       ] [3130/3539] Forecasting TMCI...
[2025-12-30T20:33:05.735228] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-30T20:33:05.735260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-30T20:33:05.746879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-30T20:33:05.747198] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-30T20:33:05.748073] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-30T20:33:05.748127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:05.748159] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:05.748185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:05.748242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:05.806532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:05.807370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:05.807455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:05.807487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:05.929382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:05.929543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:05.929603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:05.929634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:05.933106] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-30T20:33:05.933387] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-30T20:33:05.933517] [INFO ] [sig       ] TMCI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:06.073205] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TMCI.txt
[2025-12-30T20:33:06.073336] [INFO ] [sig       ] [3130/3539] Completed TMCI in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-30T20:33:06.073374] [INFO ] [sig       ] [3131/3539] Forecasting TMDX...
[2025-12-30T20:33:06.073404] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-30T20:33:06.073433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-30T20:33:06.086837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-30T20:33:06.087299] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-30T20:33:06.088340] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-30T20:33:06.088423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:06.088505] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:06.088548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:06.088654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:06.156428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:06.157270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:06.157357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:06.157390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:06.278150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:06.278302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:06.278345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:06.278373] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:06.281855] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-30T20:33:06.282146] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-30T20:33:06.282275] [INFO ] [sig       ] TMDX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:06.424033] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TMDX.txt
[2025-12-30T20:33:06.424172] [INFO ] [sig       ] [3131/3539] Completed TMDX in 0.4s | 2.89 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-30T20:33:06.424210] [INFO ] [sig       ] [3132/3539] Forecasting TME...
[2025-12-30T20:33:06.424240] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-30T20:33:06.424270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-30T20:33:06.435245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-30T20:33:06.435594] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-30T20:33:06.436357] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-30T20:33:06.436410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:06.436441] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:06.436468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:06.436525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:06.494382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:06.495129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:06.495216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:06.495251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:06.614968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:06.615128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:06.615170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:06.615201] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:06.618630] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2025-12-30T20:33:06.618934] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-30T20:33:06.619065] [INFO ] [sig       ] TME: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:06.760240] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TME.txt
[2025-12-30T20:33:06.760374] [INFO ] [sig       ] [3132/3539] Completed TME in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-30T20:33:06.760415] [INFO ] [sig       ] [3133/3539] Forecasting TMHC...
[2025-12-30T20:33:06.760460] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-30T20:33:06.760497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-30T20:33:06.772149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-30T20:33:06.772467] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-30T20:33:06.773296] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-30T20:33:06.773350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:06.773382] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:06.773409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:06.773469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:06.833136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:06.833948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:06.834035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:06.834067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:06.953655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:06.953814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:06.953855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:06.953882] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:06.957188] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-30T20:33:06.957453] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-30T20:33:06.957591] [INFO ] [sig       ] TMHC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:07.100246] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TMHC.txt
[2025-12-30T20:33:07.100375] [INFO ] [sig       ] [3133/3539] Completed TMHC in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-30T20:33:07.100414] [INFO ] [sig       ] [3134/3539] Forecasting TMUS...
[2025-12-30T20:33:07.100443] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-30T20:33:07.100475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-30T20:33:07.111370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-30T20:33:07.111705] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-30T20:33:07.112476] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-30T20:33:07.112529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:07.112561] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:07.112609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:07.112671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:07.171111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:07.171955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:07.172040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:07.172074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:07.299500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:07.299676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:07.299718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:07.299788] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:07.303273] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-30T20:33:07.303550] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-30T20:33:07.303705] [INFO ] [sig       ] TMUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:07.444903] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TMUS.txt
[2025-12-30T20:33:07.445049] [INFO ] [sig       ] [3134/3539] Completed TMUS in 0.3s | 2.89 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-30T20:33:07.445095] [INFO ] [sig       ] [3135/3539] Forecasting TNC...
[2025-12-30T20:33:07.445125] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-30T20:33:07.445156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-30T20:33:07.455979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-30T20:33:07.456355] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-30T20:33:07.457167] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-30T20:33:07.457227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:07.457260] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:07.457287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:07.457344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:07.515882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:07.516732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:07.516835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:07.516870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:07.635033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:07.635185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:07.635226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:07.635255] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:07.638555] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-30T20:33:07.638874] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-30T20:33:07.639002] [INFO ] [sig       ] TNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:07.787256] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TNC.txt
[2025-12-30T20:33:07.787407] [INFO ] [sig       ] [3135/3539] Completed TNC in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:07.787448] [INFO ] [sig       ] [3136/3539] Forecasting TNDM...
[2025-12-30T20:33:07.787478] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-30T20:33:07.787511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-30T20:33:07.798834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-30T20:33:07.799162] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-30T20:33:07.799999] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-30T20:33:07.800053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:07.800084] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:07.800111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:07.800171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:07.861024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:07.861925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:07.862009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:07.862042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:07.994055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:07.994225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:07.994268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:07.994299] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:07.997880] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-30T20:33:07.998181] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-30T20:33:07.998343] [INFO ] [sig       ] TNDM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:08.149206] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TNDM.txt
[2025-12-30T20:33:08.149367] [INFO ] [sig       ] [3136/3539] Completed TNDM in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:08.149407] [INFO ] [sig       ] [3137/3539] Forecasting TNGX...
[2025-12-30T20:33:08.149437] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-30T20:33:08.149468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-30T20:33:08.161329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-30T20:33:08.161727] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-30T20:33:08.162526] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-30T20:33:08.162602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:08.162640] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:08.162669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:08.162727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:08.221851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:08.222558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:08.222677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:08.222712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:08.339719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:08.339880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:08.339924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:08.339954] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:08.343449] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-30T20:33:08.343750] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-30T20:33:08.343879] [INFO ] [sig       ] TNGX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:08.491360] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TNGX.txt
[2025-12-30T20:33:08.491496] [INFO ] [sig       ] [3137/3539] Completed TNGX in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:08.491535] [INFO ] [sig       ] [3138/3539] Forecasting TNK...
[2025-12-30T20:33:08.491564] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-30T20:33:08.491615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-30T20:33:08.502496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-30T20:33:08.502856] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-30T20:33:08.503705] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-30T20:33:08.503761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:08.503797] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:08.503829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:08.503892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:08.564594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:08.565436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:08.565523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:08.565557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:08.688264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:08.688411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:08.688468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:08.688499] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:08.692122] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-30T20:33:08.692410] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-30T20:33:08.692537] [INFO ] [sig       ] TNK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:08.839010] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TNK.txt
[2025-12-30T20:33:08.839162] [INFO ] [sig       ] [3138/3539] Completed TNK in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:08.839201] [INFO ] [sig       ] [3139/3539] Forecasting TNL...
[2025-12-30T20:33:08.839230] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-30T20:33:08.839261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-30T20:33:08.850386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-30T20:33:08.850714] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-30T20:33:08.851506] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-30T20:33:08.851560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:08.851617] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:08.851647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:08.851707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:08.911335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:08.912083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:08.912184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:08.912220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:09.034959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:09.035112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:09.035154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:09.035184] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:09.038638] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-30T20:33:09.038950] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-30T20:33:09.039075] [INFO ] [sig       ] TNL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:09.187384] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TNL.txt
[2025-12-30T20:33:09.187521] [INFO ] [sig       ] [3139/3539] Completed TNL in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:09.187591] [INFO ] [sig       ] [3140/3539] Forecasting TNON...
[2025-12-30T20:33:09.187626] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-30T20:33:09.187656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-30T20:33:09.199528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-30T20:33:09.199870] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-30T20:33:09.200642] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-30T20:33:09.200694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:09.200724] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:09.200751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:09.200807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:09.257618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:09.258440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:09.258524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:09.258556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:09.381727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:09.381889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:09.381931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:09.381961] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:09.385366] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-30T20:33:09.385664] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-30T20:33:09.385791] [INFO ] [sig       ] TNON: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:09.532927] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TNON.txt
[2025-12-30T20:33:09.533066] [INFO ] [sig       ] [3140/3539] Completed TNON in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:09.533105] [INFO ] [sig       ] [3141/3539] Forecasting TNXP...
[2025-12-30T20:33:09.533135] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-30T20:33:09.533165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-30T20:33:09.545326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-30T20:33:09.545640] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-30T20:33:09.546389] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-30T20:33:09.546441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:09.546472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:09.546500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:09.546557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:09.606162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:09.606955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:09.607106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:09.607142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:09.724773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:09.724925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:09.724964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:09.724992] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:09.728265] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-30T20:33:09.728531] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-30T20:33:09.728671] [INFO ] [sig       ] TNXP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:09.872855] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TNXP.txt
[2025-12-30T20:33:09.873027] [INFO ] [sig       ] [3141/3539] Completed TNXP in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:09.873068] [INFO ] [sig       ] [3142/3539] Forecasting TOI...
[2025-12-30T20:33:09.873099] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-30T20:33:09.873130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-30T20:33:09.884633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-30T20:33:09.884995] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-30T20:33:09.885773] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-30T20:33:09.885825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:09.885869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:09.885897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:09.885955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:09.942711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:09.943515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:09.943617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:09.943652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:10.063760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:10.063918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:10.063960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:10.063989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:10.067308] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=38.56%)
[2025-12-30T20:33:10.067610] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-30T20:33:10.067737] [INFO ] [sig       ] TOI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:10.212279] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TOI.txt
[2025-12-30T20:33:10.212430] [INFO ] [sig       ] [3142/3539] Completed TOI in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:10.212468] [INFO ] [sig       ] [3143/3539] Forecasting TOL...
[2025-12-30T20:33:10.212499] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-30T20:33:10.212529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-30T20:33:10.224802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-30T20:33:10.225161] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-30T20:33:10.225972] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-30T20:33:10.226026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:10.226058] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:10.226086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:10.226156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:10.286912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:10.287834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:10.287931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:10.287965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:10.416333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:10.416501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:10.416545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:10.416595] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:10.420181] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-30T20:33:10.420478] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-30T20:33:10.420634] [INFO ] [sig       ] TOL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:10.623779] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TOL.txt
[2025-12-30T20:33:10.623925] [INFO ] [sig       ] [3143/3539] Completed TOL in 0.4s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:10.623967] [INFO ] [sig       ] [3144/3539] Forecasting TORO...
[2025-12-30T20:33:10.623999] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-30T20:33:10.624032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-30T20:33:10.634957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-30T20:33:10.635228] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-30T20:33:10.636045] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-30T20:33:10.636097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:10.636129] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:10.636155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:10.636213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:10.695943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:10.696623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:10.696709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:10.696743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:10.816286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:10.816445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:10.816486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:10.816516] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:10.819904] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=34.86%)
[2025-12-30T20:33:10.820186] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-30T20:33:10.820314] [INFO ] [sig       ] TORO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:10.967647] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TORO.txt
[2025-12-30T20:33:10.967823] [INFO ] [sig       ] [3144/3539] Completed TORO in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:10.967871] [INFO ] [sig       ] [3145/3539] Forecasting TOWN...
[2025-12-30T20:33:10.967908] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-30T20:33:10.967943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-30T20:33:10.979025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-30T20:33:10.979284] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-30T20:33:10.980048] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-30T20:33:10.980099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:10.980130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:10.980156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:10.980212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:11.037273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:11.037948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:11.038031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:11.038065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:11.160518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:11.160688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:11.160728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:11.160757] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:11.164057] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-30T20:33:11.164320] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-30T20:33:11.164440] [INFO ] [sig       ] TOWN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:11.305842] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TOWN.txt
[2025-12-30T20:33:11.305999] [INFO ] [sig       ] [3145/3539] Completed TOWN in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:11.306039] [INFO ] [sig       ] [3146/3539] Forecasting TOYO...
[2025-12-30T20:33:11.306075] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-30T20:33:11.306108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-30T20:33:11.316768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-30T20:33:11.317058] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-30T20:33:11.317851] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-30T20:33:11.317914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:11.317950] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:11.317976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:11.318034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:11.375232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:11.375893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:11.375975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:11.376007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:11.489744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:11.489913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:11.489959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:11.489990] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:11.493385] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-30T20:33:11.493671] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-30T20:33:11.493795] [INFO ] [sig       ] TOYO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:11.636440] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TOYO.txt
[2025-12-30T20:33:11.636594] [INFO ] [sig       ] [3146/3539] Completed TOYO in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:11.636635] [INFO ] [sig       ] [3147/3539] Forecasting TPB...
[2025-12-30T20:33:11.636665] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-30T20:33:11.636696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-30T20:33:11.649492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-30T20:33:11.649831] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-30T20:33:11.650690] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-30T20:33:11.650746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:11.650784] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:11.650820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:11.650912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:11.709860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:11.710719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:11.710819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:11.710859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:11.833172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:11.833333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:11.833374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:11.833405] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:11.836885] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-30T20:33:11.837182] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-30T20:33:11.837314] [INFO ] [sig       ] TPB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:11.982164] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TPB.txt
[2025-12-30T20:33:11.982319] [INFO ] [sig       ] [3147/3539] Completed TPB in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:11.982359] [INFO ] [sig       ] [3148/3539] Forecasting TPC...
[2025-12-30T20:33:11.982389] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-30T20:33:11.982421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-30T20:33:11.994499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-30T20:33:11.994915] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-30T20:33:11.995796] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-30T20:33:11.995851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:11.995919] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:11.995960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:11.996043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:12.054700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:12.055551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:12.055662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:12.055697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:12.178915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:12.179078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:12.179120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:12.179150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:12.182721] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-30T20:33:12.183020] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-30T20:33:12.183151] [INFO ] [sig       ] TPC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:12.327721] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TPC.txt
[2025-12-30T20:33:12.327881] [INFO ] [sig       ] [3148/3539] Completed TPC in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-30T20:33:12.327922] [INFO ] [sig       ] [3149/3539] Forecasting TPG...
[2025-12-30T20:33:12.327951] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-30T20:33:12.327982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-30T20:33:12.340053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-30T20:33:12.340416] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-30T20:33:12.341193] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-30T20:33:12.341246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:12.341277] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:12.341303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:12.341360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:12.398915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:12.399784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:12.399866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:12.399898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:12.519514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:12.519691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:12.519735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:12.519781] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:12.523405] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-30T20:33:12.523766] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-30T20:33:12.523932] [INFO ] [sig       ] TPG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:12.667830] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TPG.txt
[2025-12-30T20:33:12.667975] [INFO ] [sig       ] [3149/3539] Completed TPG in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-30T20:33:12.668012] [INFO ] [sig       ] [3150/3539] Forecasting TPGXL...
[2025-12-30T20:33:12.668041] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-30T20:33:12.668070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-30T20:33:12.678862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-30T20:33:12.679164] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-30T20:33:12.679989] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-30T20:33:12.680041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:12.680074] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:12.680101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:12.680158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:12.737974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:12.738786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:12.738874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:12.738907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:12.852585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:12.852737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:12.852778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:12.852807] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:12.856166] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-30T20:33:12.856439] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-30T20:33:12.856565] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:12.998963] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TPGXL.txt
[2025-12-30T20:33:12.999119] [INFO ] [sig       ] [3150/3539] Completed TPGXL in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-30T20:33:12.999163] [INFO ] [sig       ] [3151/3539] Forecasting TPH...
[2025-12-30T20:33:12.999193] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-30T20:33:12.999228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-30T20:33:13.010672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-30T20:33:13.010960] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-30T20:33:13.011947] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-30T20:33:13.012000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:13.012222] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:13.012248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:13.012308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:13.070151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:13.070977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:13.071067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:13.071117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:13.188639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:13.192041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:13.192101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:13.192183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:13.195848] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-30T20:33:13.196128] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-30T20:33:13.196255] [INFO ] [sig       ] TPH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:13.339148] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TPH.txt
[2025-12-30T20:33:13.339296] [INFO ] [sig       ] [3151/3539] Completed TPH in 0.3s | 2.89 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-30T20:33:13.339341] [INFO ] [sig       ] [3152/3539] Forecasting TPL...
[2025-12-30T20:33:13.339371] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-30T20:33:13.339405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-30T20:33:13.351681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-30T20:33:13.352066] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-30T20:33:13.352880] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-30T20:33:13.352934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:13.352967] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:13.352994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:13.353052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:13.410486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:13.411338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:13.411454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:13.411488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:13.533299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:13.533456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:13.533496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:13.533524] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:13.536839] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-30T20:33:13.537108] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-30T20:33:13.537228] [INFO ] [sig       ] TPL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:13.676778] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TPL.txt
[2025-12-30T20:33:13.676914] [INFO ] [sig       ] [3152/3539] Completed TPL in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:13.676957] [INFO ] [sig       ] [3153/3539] Forecasting TPVG...
[2025-12-30T20:33:13.676986] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-30T20:33:13.677016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-30T20:33:13.687897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-30T20:33:13.688194] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-30T20:33:13.688993] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-30T20:33:13.689044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:13.689074] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:13.689100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:13.689167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:13.749244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:13.750068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:13.750155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:13.750190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:13.869319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:13.869477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:13.869518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:13.869547] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:13.872874] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-30T20:33:13.873142] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-30T20:33:13.873260] [INFO ] [sig       ] TPVG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:14.017163] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TPVG.txt
[2025-12-30T20:33:14.017296] [INFO ] [sig       ] [3153/3539] Completed TPVG in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:14.017335] [INFO ] [sig       ] [3154/3539] Forecasting TPYP...
[2025-12-30T20:33:14.017363] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-30T20:33:14.017395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-30T20:33:14.028177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-30T20:33:14.028514] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-30T20:33:14.029416] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-30T20:33:14.029470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:14.029503] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:14.029532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:14.029616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:14.089505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:14.090334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:14.090422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:14.090458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:14.203235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:14.203385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:14.203426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:14.203454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:14.206821] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-30T20:33:14.207096] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-30T20:33:14.207219] [INFO ] [sig       ] TPYP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:14.347262] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TPYP.txt
[2025-12-30T20:33:14.347399] [INFO ] [sig       ] [3154/3539] Completed TPYP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:14.347438] [INFO ] [sig       ] [3155/3539] Forecasting TPZ...
[2025-12-30T20:33:14.347467] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-30T20:33:14.347497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-30T20:33:14.358258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-30T20:33:14.358606] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-30T20:33:14.359406] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-30T20:33:14.359457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:14.359488] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:14.359513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:14.359587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:14.415921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:14.416713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:14.416795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:14.416827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:14.526984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:14.527135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:14.527175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:14.527203] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:14.530619] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-30T20:33:14.530904] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-30T20:33:14.531044] [INFO ] [sig       ] TPZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:14.674935] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TPZ.txt
[2025-12-30T20:33:14.675078] [INFO ] [sig       ] [3155/3539] Completed TPZ in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:14.675120] [INFO ] [sig       ] [3156/3539] Forecasting TQQQ...
[2025-12-30T20:33:14.675149] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-30T20:33:14.675179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-30T20:33:14.685956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-30T20:33:14.686254] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-30T20:33:14.687047] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-30T20:33:14.687101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:14.687133] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:14.687161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:14.687225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:14.747905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:14.748748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:14.748829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:14.748862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:14.872524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:14.872689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:14.872730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:14.872759] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:14.876136] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-30T20:33:14.876403] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-30T20:33:14.876522] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:15.027216] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TQQQ.txt
[2025-12-30T20:33:15.027388] [INFO ] [sig       ] [3156/3539] Completed TQQQ in 0.4s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:15.027440] [INFO ] [sig       ] [3157/3539] Forecasting TRC...
[2025-12-30T20:33:15.027470] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-30T20:33:15.027507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-30T20:33:15.039230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-30T20:33:15.039629] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-30T20:33:15.040458] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-30T20:33:15.040512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:15.040543] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:15.040591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:15.040653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:15.100158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:15.101023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:15.101109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:15.101142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:15.220272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:15.220424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:15.220465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:15.220494] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:15.223936] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-12-30T20:33:15.224207] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-30T20:33:15.224331] [INFO ] [sig       ] TRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:15.365697] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRC.txt
[2025-12-30T20:33:15.365831] [INFO ] [sig       ] [3157/3539] Completed TRC in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:15.365871] [INFO ] [sig       ] [3158/3539] Forecasting TRDA...
[2025-12-30T20:33:15.365900] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-30T20:33:15.365930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-30T20:33:15.376874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-30T20:33:15.377161] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-30T20:33:15.377933] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-30T20:33:15.377984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:15.378014] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:15.378040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:15.378097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:15.436140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:15.436833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:15.436977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:15.437021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:15.557263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:15.557418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:15.557460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:15.557488] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:15.560907] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-30T20:33:15.561183] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-30T20:33:15.561310] [INFO ] [sig       ] TRDA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:15.702857] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRDA.txt
[2025-12-30T20:33:15.702991] [INFO ] [sig       ] [3158/3539] Completed TRDA in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:15.703032] [INFO ] [sig       ] [3159/3539] Forecasting TREE...
[2025-12-30T20:33:15.703061] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-30T20:33:15.703091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-30T20:33:15.714837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-30T20:33:15.715116] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-30T20:33:15.715881] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-30T20:33:15.715934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:15.715965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:15.715992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:15.716050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:15.773244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:15.774130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:15.774221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:15.774254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:15.898286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:15.898446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:15.898491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:15.898521] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:15.902073] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-30T20:33:15.902364] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-30T20:33:15.902496] [INFO ] [sig       ] TREE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:16.047561] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TREE.txt
[2025-12-30T20:33:16.047734] [INFO ] [sig       ] [3159/3539] Completed TREE in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:16.047777] [INFO ] [sig       ] [3160/3539] Forecasting TREX...
[2025-12-30T20:33:16.047816] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-30T20:33:16.047863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-30T20:33:16.062643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-30T20:33:16.063080] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-30T20:33:16.063941] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-30T20:33:16.063996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:16.064030] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:16.064059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:16.064123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:16.122740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:16.123549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:16.123658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:16.123693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:16.248055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:16.248210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:16.248251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:16.248278] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:16.251675] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=50.87%)
[2025-12-30T20:33:16.251952] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-30T20:33:16.252075] [INFO ] [sig       ] TREX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:16.396479] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TREX.txt
[2025-12-30T20:33:16.396683] [INFO ] [sig       ] [3160/3539] Completed TREX in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:16.396734] [INFO ] [sig       ] [3161/3539] Forecasting TRGP...
[2025-12-30T20:33:16.396766] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-30T20:33:16.396798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-30T20:33:16.409182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-30T20:33:16.409687] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-30T20:33:16.410715] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-30T20:33:16.410801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:16.410843] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:16.410872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:16.410933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:16.471897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:16.472742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:16.472826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:16.472861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:16.591125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:16.591275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:16.591316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:16.591345] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:16.594755] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-30T20:33:16.595027] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-30T20:33:16.595149] [INFO ] [sig       ] TRGP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:16.738162] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRGP.txt
[2025-12-30T20:33:16.738325] [INFO ] [sig       ] [3161/3539] Completed TRGP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:16.738373] [INFO ] [sig       ] [3162/3539] Forecasting TRI...
[2025-12-30T20:33:16.738405] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-30T20:33:16.738437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-30T20:33:16.749827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-30T20:33:16.750101] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-30T20:33:16.750898] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-30T20:33:16.750951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:16.750984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:16.751012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:16.751071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:16.808805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:16.809643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:16.809747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:16.809801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:16.935389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:16.935559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:16.935620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:16.935650] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:16.939037] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-30T20:33:16.939314] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-30T20:33:16.939437] [INFO ] [sig       ] TRI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:17.083670] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRI.txt
[2025-12-30T20:33:17.083803] [INFO ] [sig       ] [3162/3539] Completed TRI in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:17.083846] [INFO ] [sig       ] [3163/3539] Forecasting TRIN...
[2025-12-30T20:33:17.083876] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-30T20:33:17.083908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-30T20:33:17.101018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-30T20:33:17.101383] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-30T20:33:17.102204] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-30T20:33:17.102257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:17.102289] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:17.102317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:17.102376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:17.159616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:17.160247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:17.160328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:17.160361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:17.280338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:17.280478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:17.280518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:17.280546] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:17.283814] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-30T20:33:17.284078] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-30T20:33:17.284198] [INFO ] [sig       ] TRIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:17.424767] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRIN.txt
[2025-12-30T20:33:17.424890] [INFO ] [sig       ] [3163/3539] Completed TRIN in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:17.424929] [INFO ] [sig       ] [3164/3539] Forecasting TRIP...
[2025-12-30T20:33:17.424957] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-30T20:33:17.424986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-30T20:33:17.437336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-30T20:33:17.437675] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-30T20:33:17.438476] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-30T20:33:17.438528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:17.438559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:17.438602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:17.438661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:17.497335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:17.498236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:17.498328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:17.498362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:17.617655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:17.617821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:17.617863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:17.617891] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:17.621333] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-30T20:33:17.621671] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-30T20:33:17.621806] [INFO ] [sig       ] TRIP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:17.763765] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRIP.txt
[2025-12-30T20:33:17.763900] [INFO ] [sig       ] [3164/3539] Completed TRIP in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:17.763941] [INFO ] [sig       ] [3165/3539] Forecasting TRMB...
[2025-12-30T20:33:17.763970] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-30T20:33:17.764000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-30T20:33:17.775320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-30T20:33:17.775633] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-30T20:33:17.776407] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-30T20:33:17.776459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:17.776519] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:17.776547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:17.776630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:17.834883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:17.835634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:17.835718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:17.835751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:17.959686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:17.959856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:17.959898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:17.959926] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:17.963279] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-30T20:33:17.963545] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-30T20:33:17.963688] [INFO ] [sig       ] TRMB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:18.107489] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRMB.txt
[2025-12-30T20:33:18.107654] [INFO ] [sig       ] [3165/3539] Completed TRMB in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-30T20:33:18.107698] [INFO ] [sig       ] [3166/3539] Forecasting TRMD...
[2025-12-30T20:33:18.107728] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-30T20:33:18.107766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-30T20:33:18.119564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-30T20:33:18.119880] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-30T20:33:18.120686] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-30T20:33:18.120749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:18.120781] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:18.120808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:18.120865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:18.178098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:18.178771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:18.178851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:18.178883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:18.295930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:18.296076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:18.296118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:18.296146] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:18.299478] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-30T20:33:18.299768] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-30T20:33:18.299889] [INFO ] [sig       ] TRMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:18.440599] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRMD.txt
[2025-12-30T20:33:18.440727] [INFO ] [sig       ] [3166/3539] Completed TRMD in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-30T20:33:18.440769] [INFO ] [sig       ] [3167/3539] Forecasting TRMK...
[2025-12-30T20:33:18.440798] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-30T20:33:18.440828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-30T20:33:18.451893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-30T20:33:18.452166] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-30T20:33:18.452925] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-30T20:33:18.452976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:18.453007] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:18.453034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:18.453091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:18.510813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:18.511432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:18.511510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:18.511542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:18.625815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:18.625979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:18.626022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:18.626050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:18.629370] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-12-30T20:33:18.629654] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-30T20:33:18.629773] [INFO ] [sig       ] TRMK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:18.770722] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRMK.txt
[2025-12-30T20:33:18.770844] [INFO ] [sig       ] [3167/3539] Completed TRMK in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-30T20:33:18.770882] [INFO ] [sig       ] [3168/3539] Forecasting TRN...
[2025-12-30T20:33:18.770912] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-30T20:33:18.770942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-30T20:33:18.782333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-30T20:33:18.782625] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-30T20:33:18.783393] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-30T20:33:18.783444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:18.783476] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:18.783502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:18.783559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:18.840235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:18.840886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:18.840967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:18.841001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:18.962105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:18.962281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:18.962331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:18.962394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:18.965906] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-30T20:33:18.966184] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-30T20:33:18.966314] [INFO ] [sig       ] TRN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:19.107453] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRN.txt
[2025-12-30T20:33:19.107598] [INFO ] [sig       ] [3168/3539] Completed TRN in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-30T20:33:19.107639] [INFO ] [sig       ] [3169/3539] Forecasting TRNO...
[2025-12-30T20:33:19.107668] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-30T20:33:19.107699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-30T20:33:19.119186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-30T20:33:19.119473] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-30T20:33:19.120279] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-30T20:33:19.120331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:19.120362] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:19.120389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:19.120445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:19.177641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:19.178252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:19.178331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:19.178363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:19.297367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:19.297512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:19.297552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:19.297600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:19.300873] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-30T20:33:19.301142] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-30T20:33:19.301263] [INFO ] [sig       ] TRNO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:19.441479] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRNO.txt
[2025-12-30T20:33:19.441612] [INFO ] [sig       ] [3169/3539] Completed TRNO in 0.3s | 2.89 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-30T20:33:19.441658] [INFO ] [sig       ] [3170/3539] Forecasting TRNS...
[2025-12-30T20:33:19.441689] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-30T20:33:19.441719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-30T20:33:19.452707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-30T20:33:19.452982] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-30T20:33:19.453749] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-30T20:33:19.453800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:19.453830] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:19.453857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:19.453915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:19.511215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:19.512102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:19.512187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:19.512220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:19.631319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:19.631504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:19.631554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:19.631604] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:19.635311] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-30T20:33:19.635672] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-30T20:33:19.635822] [INFO ] [sig       ] TRNS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:19.777065] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRNS.txt
[2025-12-30T20:33:19.777202] [INFO ] [sig       ] [3170/3539] Completed TRNS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:19.777242] [INFO ] [sig       ] [3171/3539] Forecasting TROX...
[2025-12-30T20:33:19.777271] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-30T20:33:19.777301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-30T20:33:19.788933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-30T20:33:19.789226] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-30T20:33:19.790001] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-30T20:33:19.790052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:19.790082] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:19.790108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:19.790165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:19.847322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:19.847958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:19.848038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:19.848073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:19.965613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:19.965758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:19.965798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:19.965826] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:19.969175] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-12-30T20:33:19.969460] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-30T20:33:19.969597] [INFO ] [sig       ] TROX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:20.110398] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TROX.txt
[2025-12-30T20:33:20.110534] [INFO ] [sig       ] [3171/3539] Completed TROX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:20.110589] [INFO ] [sig       ] [3172/3539] Forecasting TRP...
[2025-12-30T20:33:20.110623] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-30T20:33:20.110654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-30T20:33:20.121943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-30T20:33:20.122221] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-30T20:33:20.123013] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-30T20:33:20.123069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:20.123100] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:20.123127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:20.123184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:20.180864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:20.181902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:20.181992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:20.182023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:20.298635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:20.298823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:20.298866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:20.298894] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:20.302443] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-30T20:33:20.302741] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-30T20:33:20.302868] [INFO ] [sig       ] TRP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:20.445002] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRP.txt
[2025-12-30T20:33:20.445143] [INFO ] [sig       ] [3172/3539] Completed TRP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:20.445184] [INFO ] [sig       ] [3173/3539] Forecasting TRS...
[2025-12-30T20:33:20.445213] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-30T20:33:20.445243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-30T20:33:20.456962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-30T20:33:20.457212] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-30T20:33:20.458012] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-30T20:33:20.458063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:20.458094] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:20.458119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:20.458176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:20.514825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:20.515657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:20.515744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:20.515776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:20.634013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:20.634177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:20.634258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:20.634289] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:20.637725] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-30T20:33:20.638037] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-30T20:33:20.638172] [INFO ] [sig       ] TRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:20.784404] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TRS.txt
[2025-12-30T20:33:20.784545] [INFO ] [sig       ] [3173/3539] Completed TRS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:20.784603] [INFO ] [sig       ] [3174/3539] Forecasting TRTX...
[2025-12-30T20:33:20.784633] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-30T20:33:20.784664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-30T20:33:20.795762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-30T20:33:20.796048] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-30T20:33:20.796833] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-30T20:33:20.796884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:20.796915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:20.796941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:20.796998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:20.853447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:20.854117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:20.854199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:20.854231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:20.973205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:20.973343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:20.973382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:20.973409] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:20.976719] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=42.23%)
[2025-12-30T20:33:20.976986] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-30T20:33:20.977112] [INFO ] [sig       ] TRTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:21.115055] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRTX.txt
[2025-12-30T20:33:21.115169] [INFO ] [sig       ] [3174/3539] Completed TRTX in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:21.115207] [INFO ] [sig       ] [3175/3539] Forecasting TRUE...
[2025-12-30T20:33:21.115236] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-30T20:33:21.115266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-30T20:33:21.126598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-30T20:33:21.126848] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-30T20:33:21.127607] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-30T20:33:21.127658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:21.127688] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:21.127715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:21.127772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:21.187094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:21.187880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:21.188000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:21.188037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:21.309180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:21.309289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:21.309325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:21.309354] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:21.312497] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-12-30T20:33:21.312773] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-30T20:33:21.312892] [INFO ] [sig       ] TRUE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:21.453997] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRUE.txt
[2025-12-30T20:33:21.454147] [INFO ] [sig       ] [3175/3539] Completed TRUE in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:21.454188] [INFO ] [sig       ] [3176/3539] Forecasting TRUP...
[2025-12-30T20:33:21.454217] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-30T20:33:21.454248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-30T20:33:21.465674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-30T20:33:21.465929] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-30T20:33:21.466703] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-30T20:33:21.466754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:21.466785] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:21.466811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:21.466868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:21.523520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:21.524105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:21.524182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:21.524214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:21.644985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:21.645130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:21.645173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:21.645201] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:21.648482] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-30T20:33:21.648777] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-30T20:33:21.648899] [INFO ] [sig       ] TRUP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:21.788371] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRUP.txt
[2025-12-30T20:33:21.788481] [INFO ] [sig       ] [3176/3539] Completed TRUP in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:21.788518] [INFO ] [sig       ] [3177/3539] Forecasting TRVG...
[2025-12-30T20:33:21.788548] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-30T20:33:21.788596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-30T20:33:21.800411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-30T20:33:21.800690] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-30T20:33:21.801436] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-30T20:33:21.801487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:21.801528] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:21.801555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:21.801637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:21.858053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:21.858953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:21.859039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:21.859071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:21.977535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:21.977683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:21.977725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:21.977754] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:21.981109] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-30T20:33:21.981401] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-30T20:33:21.981524] [INFO ] [sig       ] TRVG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:22.121129] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TRVG.txt
[2025-12-30T20:33:22.121292] [INFO ] [sig       ] [3177/3539] Completed TRVG in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:22.121331] [INFO ] [sig       ] [3178/3539] Forecasting TS...
[2025-12-30T20:33:22.121359] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-30T20:33:22.121391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-30T20:33:22.132439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-30T20:33:22.132706] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-30T20:33:22.133456] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-30T20:33:22.133508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:22.133540] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:22.133566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:22.133652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:22.190122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:22.190720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:22.190797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:22.190828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:22.308359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:22.308473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:22.308509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:22.308538] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:22.311713] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2025-12-30T20:33:22.311974] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-30T20:33:22.312098] [INFO ] [sig       ] TS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:22.453210] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TS.txt
[2025-12-30T20:33:22.453343] [INFO ] [sig       ] [3178/3539] Completed TS in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:22.453381] [INFO ] [sig       ] [3179/3539] Forecasting TSBK...
[2025-12-30T20:33:22.453410] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-30T20:33:22.453440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-30T20:33:22.464042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-30T20:33:22.464322] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-30T20:33:22.465085] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-30T20:33:22.465136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:22.465167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:22.465193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:22.465250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:22.522465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:22.523086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:22.523164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:22.523196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:22.622797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:22.622903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:22.622939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:22.622968] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:22.626119] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-30T20:33:22.626401] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-30T20:33:22.626520] [INFO ] [sig       ] TSBK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:22.766280] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSBK.txt
[2025-12-30T20:33:22.766387] [INFO ] [sig       ] [3179/3539] Completed TSBK in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:22.766425] [INFO ] [sig       ] [3180/3539] Forecasting TSCO...
[2025-12-30T20:33:22.766454] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-30T20:33:22.766484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-30T20:33:22.777376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-30T20:33:22.777656] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-30T20:33:22.778402] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-30T20:33:22.778453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:22.778484] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:22.778511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:22.778595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:22.835690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:22.836264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:22.836340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:22.836372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:22.955099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:22.955264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:22.955311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:22.955339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:22.959030] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-30T20:33:22.959333] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-30T20:33:22.959465] [INFO ] [sig       ] TSCO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:23.102085] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSCO.txt
[2025-12-30T20:33:23.102230] [INFO ] [sig       ] [3180/3539] Completed TSCO in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:23.102276] [INFO ] [sig       ] [3181/3539] Forecasting TSDD...
[2025-12-30T20:33:23.102306] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-30T20:33:23.102336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-30T20:33:23.113856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-30T20:33:23.114132] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-30T20:33:23.114941] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-30T20:33:23.114993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:23.115024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:23.115049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:23.115106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:23.172401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:23.173079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:23.173161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:23.173192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:23.293405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:23.293561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:23.293619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:23.293649] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:23.296942] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-30T20:33:23.297210] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-30T20:33:23.297330] [INFO ] [sig       ] TSDD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:23.440121] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSDD.txt
[2025-12-30T20:33:23.440256] [INFO ] [sig       ] [3181/3539] Completed TSDD in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:23.440300] [INFO ] [sig       ] [3182/3539] Forecasting TSEM...
[2025-12-30T20:33:23.440330] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-30T20:33:23.440360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-30T20:33:23.451643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-30T20:33:23.451948] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-30T20:33:23.452758] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-30T20:33:23.452817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:23.452887] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:23.452915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:23.452972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:23.509790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:23.510417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:23.510495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:23.510527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:23.627385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:23.627544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:23.627602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:23.627634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:23.630959] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-12-30T20:33:23.631231] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-30T20:33:23.631382] [INFO ] [sig       ] TSEM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:23.771503] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSEM.txt
[2025-12-30T20:33:23.771654] [INFO ] [sig       ] [3182/3539] Completed TSEM in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-30T20:33:23.771696] [INFO ] [sig       ] [3183/3539] Forecasting TSHA...
[2025-12-30T20:33:23.771726] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-30T20:33:23.771757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-30T20:33:23.782802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-30T20:33:23.783171] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-30T20:33:23.783981] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-30T20:33:23.784035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:23.784065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:23.784092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:23.784150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:23.841198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:23.842061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:23.842145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:23.842176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:23.960821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:23.960977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:23.961018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:23.961047] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:23.964335] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-30T20:33:23.964617] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-30T20:33:23.964736] [INFO ] [sig       ] TSHA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:24.105318] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSHA.txt
[2025-12-30T20:33:24.105461] [INFO ] [sig       ] [3183/3539] Completed TSHA in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-30T20:33:24.105501] [INFO ] [sig       ] [3184/3539] Forecasting TSI...
[2025-12-30T20:33:24.105530] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-30T20:33:24.105560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-30T20:33:24.116377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-30T20:33:24.116683] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-30T20:33:24.117470] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-30T20:33:24.117520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:24.117552] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:24.117599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:24.117659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:24.177240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:24.178011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:24.178094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:24.178125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:24.291800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:24.291958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:24.291999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:24.292046] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:24.295429] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-30T20:33:24.295723] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-30T20:33:24.295848] [INFO ] [sig       ] TSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:24.434725] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSI.txt
[2025-12-30T20:33:24.434842] [INFO ] [sig       ] [3184/3539] Completed TSI in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-30T20:33:24.434880] [INFO ] [sig       ] [3185/3539] Forecasting TSL...
[2025-12-30T20:33:24.434909] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-30T20:33:24.434940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-30T20:33:24.446254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-30T20:33:24.446523] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-30T20:33:24.447312] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-30T20:33:24.447363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:24.447393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:24.447419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:24.447476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:24.503856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:24.504470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:24.504552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:24.504602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:24.617585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:24.617737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:24.617776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:24.617852] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:24.621173] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-30T20:33:24.621439] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-30T20:33:24.621596] [INFO ] [sig       ] TSL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:24.759553] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSL.txt
[2025-12-30T20:33:24.759699] [INFO ] [sig       ] [3185/3539] Completed TSL in 0.3s | 2.89 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-30T20:33:24.759739] [INFO ] [sig       ] [3186/3539] Forecasting TSLA...
[2025-12-30T20:33:24.759769] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-30T20:33:24.759799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-30T20:33:24.772353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-30T20:33:24.772742] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-30T20:33:24.773594] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-30T20:33:24.773659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:24.773696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:24.773735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:24.773799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:24.835043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:24.836119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:24.836210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:24.836262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:24.960884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:24.961045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:24.961089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:24.961118] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:24.964704] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-30T20:33:24.965018] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-30T20:33:24.965168] [INFO ] [sig       ] TSLA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:25.116990] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSLA.txt
[2025-12-30T20:33:25.117181] [INFO ] [sig       ] [3186/3539] Completed TSLA in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-30T20:33:25.117225] [INFO ] [sig       ] [3187/3539] Forecasting TSLL...
[2025-12-30T20:33:25.117255] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-30T20:33:25.117291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-30T20:33:25.129992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-30T20:33:25.130368] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-30T20:33:25.131239] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-30T20:33:25.131296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:25.131334] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:25.131363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:25.131427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:25.192367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:25.193366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:25.193457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:25.193491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:25.318320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:25.318507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:25.318557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:25.318607] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:25.322051] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-30T20:33:25.322340] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-30T20:33:25.322470] [INFO ] [sig       ] TSLL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:25.469967] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSLL.txt
[2025-12-30T20:33:25.470115] [INFO ] [sig       ] [3187/3539] Completed TSLL in 0.4s | 2.89 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-30T20:33:25.470155] [INFO ] [sig       ] [3188/3539] Forecasting TSLQ...
[2025-12-30T20:33:25.470186] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-30T20:33:25.470218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-30T20:33:25.481637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-30T20:33:25.481975] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-30T20:33:25.482832] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-30T20:33:25.482897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:25.482941] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:25.483007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:25.483077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:25.542477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:25.543386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:25.543482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:25.543516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:25.669847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:25.670005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:25.670047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:25.670076] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:25.673595] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2025-12-30T20:33:25.673909] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-30T20:33:25.674055] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:25.821568] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSLQ.txt
[2025-12-30T20:33:25.821744] [INFO ] [sig       ] [3188/3539] Completed TSLQ in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:25.821787] [INFO ] [sig       ] [3189/3539] Forecasting TSLS...
[2025-12-30T20:33:25.821817] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-30T20:33:25.821851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-30T20:33:25.833937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-30T20:33:25.834355] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-30T20:33:25.835153] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-30T20:33:25.835206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:25.835238] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:25.835264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:25.835322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:25.892443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:25.893351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:25.893442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:25.893475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:26.015154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:26.015315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:26.015359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:26.015388] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:26.018904] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-12-30T20:33:26.019212] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-30T20:33:26.019344] [INFO ] [sig       ] TSLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:26.169373] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSLS.txt
[2025-12-30T20:33:26.169520] [INFO ] [sig       ] [3189/3539] Completed TSLS in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:26.169562] [INFO ] [sig       ] [3190/3539] Forecasting TSLX...
[2025-12-30T20:33:26.169612] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-30T20:33:26.169642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-30T20:33:26.181161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-30T20:33:26.181513] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-30T20:33:26.182304] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-30T20:33:26.182356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:26.182388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:26.182414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:26.182472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:26.239904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:26.240759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:26.240844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:26.240876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:26.359465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:26.359618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:26.359660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:26.359688] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:26.362939] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-30T20:33:26.363213] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-30T20:33:26.363334] [INFO ] [sig       ] TSLX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:26.509625] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSLX.txt
[2025-12-30T20:33:26.509782] [INFO ] [sig       ] [3190/3539] Completed TSLX in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:26.509824] [INFO ] [sig       ] [3191/3539] Forecasting TSM...
[2025-12-30T20:33:26.509853] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-30T20:33:26.509884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-30T20:33:26.521246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-30T20:33:26.521610] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-30T20:33:26.522357] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-30T20:33:26.522409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:26.522440] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:26.522467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:26.522524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:26.579099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:26.579804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:26.579887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:26.579921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:26.701819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:26.701973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:26.702014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:26.702044] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:26.705441] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-30T20:33:26.705735] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-30T20:33:26.705859] [INFO ] [sig       ] TSM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:26.847740] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSM.txt
[2025-12-30T20:33:26.847877] [INFO ] [sig       ] [3191/3539] Completed TSM in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:26.847916] [INFO ] [sig       ] [3192/3539] Forecasting TSN...
[2025-12-30T20:33:26.847944] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-30T20:33:26.847981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-30T20:33:26.858839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-30T20:33:26.859123] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-30T20:33:26.859898] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-30T20:33:26.859949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:26.859979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:26.860007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:26.860064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:26.917396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:26.918282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:26.918433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:26.918483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:27.041350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:27.041498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:27.041540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:27.041584] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:27.044883] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-30T20:33:27.045151] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-30T20:33:27.045270] [INFO ] [sig       ] TSN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:27.194845] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TSN.txt
[2025-12-30T20:33:27.194999] [INFO ] [sig       ] [3192/3539] Completed TSN in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:27.195040] [INFO ] [sig       ] [3193/3539] Forecasting TSQ...
[2025-12-30T20:33:27.195069] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-30T20:33:27.195099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-30T20:33:27.206586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-30T20:33:27.206920] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-30T20:33:27.207706] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-30T20:33:27.207758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:27.207790] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:27.207816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:27.207872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:27.266408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:27.267320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:27.267409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:27.267444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:27.391020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:27.391187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:27.391233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:27.391262] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:27.394648] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-12-30T20:33:27.394916] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-30T20:33:27.395036] [INFO ] [sig       ] TSQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:27.537905] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TSQ.txt
[2025-12-30T20:33:27.538039] [INFO ] [sig       ] [3193/3539] Completed TSQ in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:27.538077] [INFO ] [sig       ] [3194/3539] Forecasting TTC...
[2025-12-30T20:33:27.538107] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-30T20:33:27.538137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-30T20:33:27.550358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-30T20:33:27.550663] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-30T20:33:27.551426] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-30T20:33:27.551477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:27.551508] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:27.551535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:27.551613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:27.610236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:27.611000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:27.611083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:27.611116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:27.733996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:27.734152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:27.734192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:27.734219] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:27.737545] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-30T20:33:27.737829] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-30T20:33:27.737950] [INFO ] [sig       ] TTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:27.883098] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTC.txt
[2025-12-30T20:33:27.883264] [INFO ] [sig       ] [3194/3539] Completed TTC in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:27.883306] [INFO ] [sig       ] [3195/3539] Forecasting TTD...
[2025-12-30T20:33:27.883335] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-30T20:33:27.883365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-30T20:33:27.896140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-30T20:33:27.896524] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-30T20:33:27.897328] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-30T20:33:27.897380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:27.897412] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:27.897437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:27.897493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:27.954324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:27.955215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:27.955301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:27.955334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:28.072162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:28.072324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:28.072365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:28.072394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:28.075728] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-30T20:33:28.075998] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-30T20:33:28.076124] [INFO ] [sig       ] TTD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:28.215193] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTD.txt
[2025-12-30T20:33:28.215358] [INFO ] [sig       ] [3195/3539] Completed TTD in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:28.215398] [INFO ] [sig       ] [3196/3539] Forecasting TTE...
[2025-12-30T20:33:28.215429] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-30T20:33:28.215460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-30T20:33:28.226905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-30T20:33:28.227188] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-30T20:33:28.227969] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-30T20:33:28.228022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:28.228053] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:28.228079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:28.228137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:28.292596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:28.293610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:28.293696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:28.293727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:28.413804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:28.413980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:28.414025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:28.414054] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:28.417404] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-30T20:33:28.417691] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-30T20:33:28.417814] [INFO ] [sig       ] TTE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:28.565833] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTE.txt
[2025-12-30T20:33:28.566069] [INFO ] [sig       ] [3196/3539] Completed TTE in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:28.566140] [INFO ] [sig       ] [3197/3539] Forecasting TTEC...
[2025-12-30T20:33:28.566193] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-30T20:33:28.566244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-30T20:33:28.581430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-30T20:33:28.581860] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-30T20:33:28.582675] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-30T20:33:28.582730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:28.582763] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:28.582793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:28.582852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:28.642369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:28.643028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:28.643111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:28.643146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:28.761418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:28.761785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:28.761844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:28.761882] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:28.765631] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2025-12-30T20:33:28.765917] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-30T20:33:28.766051] [INFO ] [sig       ] TTEC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:28.913679] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTEC.txt
[2025-12-30T20:33:28.913807] [INFO ] [sig       ] [3197/3539] Completed TTEC in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:28.913846] [INFO ] [sig       ] [3198/3539] Forecasting TTEK...
[2025-12-30T20:33:28.913875] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-30T20:33:28.913904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-30T20:33:28.926825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-30T20:33:28.927089] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-30T20:33:28.927892] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-30T20:33:28.927947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:28.927980] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:28.928009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:28.928069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:28.994046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:28.994967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:28.995054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:28.995087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:29.135822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:29.136001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:29.136063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:29.136097] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:29.139757] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-30T20:33:29.140035] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-30T20:33:29.140163] [INFO ] [sig       ] TTEK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:29.280292] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTEK.txt
[2025-12-30T20:33:29.280430] [INFO ] [sig       ] [3198/3539] Completed TTEK in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:29.280469] [INFO ] [sig       ] [3199/3539] Forecasting TTI...
[2025-12-30T20:33:29.280500] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-30T20:33:29.280531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-30T20:33:29.293144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-30T20:33:29.293480] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-30T20:33:29.294282] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-30T20:33:29.294338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:29.294400] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:29.294430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:29.294490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:29.351547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:29.352209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:29.352299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:29.352332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:29.476457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:29.476641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:29.476697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:29.476734] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:29.480365] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-30T20:33:29.480703] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-30T20:33:29.480838] [INFO ] [sig       ] TTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:29.623761] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TTI.txt
[2025-12-30T20:33:29.623922] [INFO ] [sig       ] [3199/3539] Completed TTI in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:29.623964] [INFO ] [sig       ] [3200/3539] Forecasting TTMI...
[2025-12-30T20:33:29.623993] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-30T20:33:29.624022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-30T20:33:29.635678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-30T20:33:29.636036] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-30T20:33:29.636817] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-30T20:33:29.636870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:29.636900] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:29.636926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:29.636983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:29.697409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:29.698254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:29.698340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:29.698374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:29.820410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:29.820593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:29.820643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:29.820674] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:29.824172] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-30T20:33:29.824475] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-30T20:33:29.824628] [INFO ] [sig       ] TTMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:29.965490] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TTMI.txt
[2025-12-30T20:33:29.965647] [INFO ] [sig       ] [3200/3539] Completed TTMI in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-30T20:33:29.965688] [INFO ] [sig       ] [3201/3539] Forecasting TTWO...
[2025-12-30T20:33:29.965717] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-30T20:33:29.965747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-30T20:33:29.977760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-30T20:33:29.978117] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-30T20:33:29.978936] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-30T20:33:29.979003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:29.979035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:29.979060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:29.979116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:30.036065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:30.037029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:30.037117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:30.037150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:30.151665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:30.151825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:30.151866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:30.151893] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:30.155183] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-30T20:33:30.155457] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-30T20:33:30.155595] [INFO ] [sig       ] TTWO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:30.294054] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TTWO.txt
[2025-12-30T20:33:30.294189] [INFO ] [sig       ] [3201/3539] Completed TTWO in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-30T20:33:30.294228] [INFO ] [sig       ] [3202/3539] Forecasting TUGN...
[2025-12-30T20:33:30.294257] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-30T20:33:30.294287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-30T20:33:30.304999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-30T20:33:30.305269] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-30T20:33:30.306040] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-30T20:33:30.306092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:30.306123] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:30.306148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:30.306204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:30.361894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:30.362504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:30.362600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:30.362635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:30.465634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:30.465777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:30.465815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:30.465874] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:30.469168] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-30T20:33:30.469462] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-30T20:33:30.469600] [INFO ] [sig       ] TUGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:30.613393] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TUGN.txt
[2025-12-30T20:33:30.613565] [INFO ] [sig       ] [3202/3539] Completed TUGN in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-30T20:33:30.613632] [INFO ] [sig       ] [3203/3539] Forecasting TUSK...
[2025-12-30T20:33:30.613666] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-30T20:33:30.613698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-30T20:33:30.625754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-30T20:33:30.626064] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-30T20:33:30.626907] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-30T20:33:30.626963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:30.626996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:30.627025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:30.627085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:30.690469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:30.691297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:30.691395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:30.691431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:30.815807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:30.815963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:30.816006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:30.816039] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:30.819663] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-30T20:33:30.819947] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-30T20:33:30.820086] [INFO ] [sig       ] TUSK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:30.971997] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TUSK.txt
[2025-12-30T20:33:30.972140] [INFO ] [sig       ] [3203/3539] Completed TUSK in 0.4s | 2.89 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-30T20:33:30.972194] [INFO ] [sig       ] [3204/3539] Forecasting TVC...
[2025-12-30T20:33:30.972240] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-30T20:33:30.972283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-30T20:33:30.983843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-30T20:33:30.984129] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-30T20:33:30.984933] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-30T20:33:30.984988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:30.985021] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:30.985049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:30.985109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:31.049036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:31.049752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:31.049836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:31.049871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:31.157664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:31.157825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:31.157866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:31.157896] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:31.161273] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-30T20:33:31.161552] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-30T20:33:31.161700] [INFO ] [sig       ] TVC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:31.304450] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TVC.txt
[2025-12-30T20:33:31.304620] [INFO ] [sig       ] [3204/3539] Completed TVC in 0.3s | 2.89 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-30T20:33:31.304667] [INFO ] [sig       ] [3205/3539] Forecasting TVE...
[2025-12-30T20:33:31.304697] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-30T20:33:31.304729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-30T20:33:31.316630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-30T20:33:31.316947] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-30T20:33:31.317913] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-30T20:33:31.317965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:31.317996] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:31.318022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:31.318078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:31.375025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:31.375702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:31.375800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:31.375832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:31.477207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:31.477370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:31.477410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:31.477437] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:31.480825] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-30T20:33:31.481097] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-30T20:33:31.481223] [INFO ] [sig       ] TVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:31.621623] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TVE.txt
[2025-12-30T20:33:31.621784] [INFO ] [sig       ] [3205/3539] Completed TVE in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:31.621825] [INFO ] [sig       ] [3206/3539] Forecasting TVTX...
[2025-12-30T20:33:31.621856] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-30T20:33:31.621886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-30T20:33:31.633807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-30T20:33:31.634172] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-30T20:33:31.634964] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-30T20:33:31.635017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:31.635048] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:31.635073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:31.635130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:31.693167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:31.694083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:31.694170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:31.694202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:31.831702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:31.831860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:31.831902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:31.831929] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:31.835528] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-30T20:33:31.835849] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-30T20:33:31.835980] [INFO ] [sig       ] TVTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:31.978974] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TVTX.txt
[2025-12-30T20:33:31.979102] [INFO ] [sig       ] [3206/3539] Completed TVTX in 0.4s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:31.979142] [INFO ] [sig       ] [3207/3539] Forecasting TWFG...
[2025-12-30T20:33:31.979172] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-30T20:33:31.979202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-30T20:33:31.991012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-30T20:33:31.991375] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-30T20:33:31.992174] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-30T20:33:31.992227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:31.992259] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:31.992286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:31.992344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:32.048563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:32.049396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:32.049484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:32.049517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:32.168441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:32.168615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:32.168659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:32.168687] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:32.172061] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-30T20:33:32.172336] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-30T20:33:32.172459] [INFO ] [sig       ] TWFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:32.312062] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TWFG.txt
[2025-12-30T20:33:32.312214] [INFO ] [sig       ] [3207/3539] Completed TWFG in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:32.312256] [INFO ] [sig       ] [3208/3539] Forecasting TWG...
[2025-12-30T20:33:32.312285] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-30T20:33:32.312316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-30T20:33:32.323640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-30T20:33:32.323918] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-30T20:33:32.324682] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-30T20:33:32.324733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:32.324765] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:32.324791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:32.324848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:32.381185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:32.381901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:32.381983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:32.382016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:32.497180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:32.497343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:32.497406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:32.497436] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:32.500876] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-30T20:33:32.501159] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-30T20:33:32.501295] [INFO ] [sig       ] TWG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:32.642955] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TWG.txt
[2025-12-30T20:33:32.643096] [INFO ] [sig       ] [3208/3539] Completed TWG in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:32.643136] [INFO ] [sig       ] [3209/3539] Forecasting TWI...
[2025-12-30T20:33:32.643165] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-30T20:33:32.643195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-30T20:33:32.654607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-30T20:33:32.654951] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-30T20:33:32.655790] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-30T20:33:32.655844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:32.655876] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:32.655904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:32.655962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:32.713378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:32.714205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:32.714323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:32.714358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:32.829200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:32.829361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:32.829403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:32.829433] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:32.832929] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-30T20:33:32.833245] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-30T20:33:32.833383] [INFO ] [sig       ] TWI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:32.979307] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TWI.txt
[2025-12-30T20:33:32.979464] [INFO ] [sig       ] [3209/3539] Completed TWI in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:32.979504] [INFO ] [sig       ] [3210/3539] Forecasting TWIN...
[2025-12-30T20:33:32.979535] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-30T20:33:32.979565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-30T20:33:32.991092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-30T20:33:32.991419] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-30T20:33:32.992219] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-30T20:33:32.992281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:32.992320] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:32.992352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:32.992424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:33.053646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:33.054447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:33.054529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:33.054562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:33.171751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:33.171909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:33.171950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:33.171978] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:33.175262] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-30T20:33:33.175536] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-30T20:33:33.175677] [INFO ] [sig       ] TWIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:33.316018] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TWIN.txt
[2025-12-30T20:33:33.316156] [INFO ] [sig       ] [3210/3539] Completed TWIN in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:33.316195] [INFO ] [sig       ] [3211/3539] Forecasting TWLO...
[2025-12-30T20:33:33.316224] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-30T20:33:33.316254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-30T20:33:33.328234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-30T20:33:33.328607] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-30T20:33:33.329405] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-30T20:33:33.329458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:33.329489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:33.329516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:33.329591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:33.386685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:33.387445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:33.387529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:33.387563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:33.511463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:33.511638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:33.511680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:33.511708] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:33.515005] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-30T20:33:33.515279] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-30T20:33:33.515402] [INFO ] [sig       ] TWLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:33.659642] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TWLO.txt
[2025-12-30T20:33:33.659796] [INFO ] [sig       ] [3211/3539] Completed TWLO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:33.659835] [INFO ] [sig       ] [3212/3539] Forecasting TWO...
[2025-12-30T20:33:33.659865] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-30T20:33:33.659896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-30T20:33:33.671840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-30T20:33:33.672168] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-30T20:33:33.672936] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-30T20:33:33.672996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:33.673040] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:33.673067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:33.673124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:33.729488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:33.730270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:33.730354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:33.730387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:33.845441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:33.845614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:33.845656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:33.845686] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:33.849058] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2025-12-30T20:33:33.849346] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-30T20:33:33.849470] [INFO ] [sig       ] TWO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:33.990385] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TWO.txt
[2025-12-30T20:33:33.990552] [INFO ] [sig       ] [3212/3539] Completed TWO in 0.3s | 2.89 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:33.990612] [INFO ] [sig       ] [3213/3539] Forecasting TX...
[2025-12-30T20:33:33.990643] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-30T20:33:33.990674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-30T20:33:34.001657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-30T20:33:34.001960] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-30T20:33:34.002739] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-30T20:33:34.002792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:34.002824] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:34.002850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:34.002907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:34.059346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:34.060166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:34.060250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:34.060283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:34.177523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:34.177699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:34.177741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:34.177770] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:34.181079] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-30T20:33:34.181351] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-30T20:33:34.181476] [INFO ] [sig       ] TX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:34.324900] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TX.txt
[2025-12-30T20:33:34.325049] [INFO ] [sig       ] [3213/3539] Completed TX in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:34.325090] [INFO ] [sig       ] [3214/3539] Forecasting TXG...
[2025-12-30T20:33:34.325126] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-30T20:33:34.325157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-30T20:33:34.337115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-30T20:33:34.337452] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-30T20:33:34.338221] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-30T20:33:34.338273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:34.338304] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:34.338330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:34.338387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:34.394908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:34.395647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:34.395729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:34.395760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:34.509466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:34.509636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:34.509678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:34.509706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:34.512975] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-30T20:33:34.513248] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-30T20:33:34.513371] [INFO ] [sig       ] TXG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:34.652708] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TXG.txt
[2025-12-30T20:33:34.652853] [INFO ] [sig       ] [3214/3539] Completed TXG in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:34.652891] [INFO ] [sig       ] [3215/3539] Forecasting TXMD...
[2025-12-30T20:33:34.652921] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-30T20:33:34.652959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-30T20:33:34.664265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-30T20:33:34.664562] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-30T20:33:34.665354] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-30T20:33:34.665408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:34.665442] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:34.665469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:34.665528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:34.724134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:34.724993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:34.725082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:34.725116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:34.838099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:34.838257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:34.838299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:34.838330] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:34.841821] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-30T20:33:34.842102] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-30T20:33:34.842225] [INFO ] [sig       ] TXMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:34.981836] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TXMD.txt
[2025-12-30T20:33:34.981973] [INFO ] [sig       ] [3215/3539] Completed TXMD in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:34.982013] [INFO ] [sig       ] [3216/3539] Forecasting TXN...
[2025-12-30T20:33:34.982048] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-30T20:33:34.982080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-30T20:33:34.994646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-30T20:33:34.995022] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-30T20:33:34.995821] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-30T20:33:34.995872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:34.995933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:34.995961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:34.996018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:35.053995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:35.054915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:35.055005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:35.055039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:35.183536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:35.183711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:35.183754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:35.183782] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:35.187194] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-30T20:33:35.187485] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-30T20:33:35.187635] [INFO ] [sig       ] TXN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:35.332037] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TXN.txt
[2025-12-30T20:33:35.332193] [INFO ] [sig       ] [3216/3539] Completed TXN in 0.4s | 2.90 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:35.332235] [INFO ] [sig       ] [3217/3539] Forecasting TXO...
[2025-12-30T20:33:35.332264] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-30T20:33:35.332295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-30T20:33:35.344046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-30T20:33:35.344395] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-30T20:33:35.345189] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-30T20:33:35.345241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:35.345271] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:35.345297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:35.345353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:35.402798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:35.403667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:35.403753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:35.403786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:35.526196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:35.526360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:35.526401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:35.526430] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:35.529843] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-30T20:33:35.530125] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-30T20:33:35.530253] [INFO ] [sig       ] TXO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:35.674483] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TXO.txt
[2025-12-30T20:33:35.674657] [INFO ] [sig       ] [3217/3539] Completed TXO in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-30T20:33:35.674699] [INFO ] [sig       ] [3218/3539] Forecasting TXRH...
[2025-12-30T20:33:35.674728] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-30T20:33:35.674758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-30T20:33:35.687020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-30T20:33:35.687379] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-30T20:33:35.688168] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-30T20:33:35.688221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:35.688252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:35.688279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:35.688336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:35.745058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:35.745931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:35.746018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:35.746049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:35.865017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:35.865171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:35.865212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:35.865239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:35.868553] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-30T20:33:35.868868] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-30T20:33:35.868991] [INFO ] [sig       ] TXRH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:36.009469] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TXRH.txt
[2025-12-30T20:33:36.009616] [INFO ] [sig       ] [3218/3539] Completed TXRH in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-30T20:33:36.009657] [INFO ] [sig       ] [3219/3539] Forecasting TY...
[2025-12-30T20:33:36.009687] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-30T20:33:36.009719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-30T20:33:36.021427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-30T20:33:36.021712] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-30T20:33:36.022446] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-30T20:33:36.022498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:36.022530] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:36.022556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:36.022641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:36.080630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:36.081393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:36.081481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:36.081514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:36.198534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:36.198725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:36.198770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:36.198843] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:36.202279] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-12-30T20:33:36.202558] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-30T20:33:36.202702] [INFO ] [sig       ] TY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:36.345646] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TY.txt
[2025-12-30T20:33:36.345791] [INFO ] [sig       ] [3219/3539] Completed TY in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-30T20:33:36.345831] [INFO ] [sig       ] [3220/3539] Forecasting TYG...
[2025-12-30T20:33:36.345860] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-30T20:33:36.345890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-30T20:33:36.357097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-30T20:33:36.357385] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-30T20:33:36.358159] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-30T20:33:36.358211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:36.358242] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:36.358268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:36.358325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:36.420379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:36.421252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:36.421337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:36.421371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:36.541707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:36.541862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:36.541903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:36.541932] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:36.545261] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-30T20:33:36.545539] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-30T20:33:36.545678] [INFO ] [sig       ] TYG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:36.686191] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TYG.txt
[2025-12-30T20:33:36.686320] [INFO ] [sig       ] [3220/3539] Completed TYG in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-30T20:33:36.686360] [INFO ] [sig       ] [3221/3539] Forecasting TYGO...
[2025-12-30T20:33:36.686388] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-30T20:33:36.686419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-30T20:33:36.697529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-30T20:33:36.697828] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-30T20:33:36.698742] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-30T20:33:36.698794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:36.698825] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:36.698851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:36.698908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:36.754894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:36.755561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:36.755660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:36.755692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:36.863679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:36.863826] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:33:36.863865] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:36.863893] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:36.867198] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-30T20:33:36.867472] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-30T20:33:36.867620] [INFO ] [sig       ] TYGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:37.007672] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/TYGO.txt
[2025-12-30T20:33:37.007832] [INFO ] [sig       ] [3221/3539] Completed TYGO in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-30T20:33:37.007872] [INFO ] [sig       ] [3222/3539] Forecasting TYL...
[2025-12-30T20:33:37.007901] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-30T20:33:37.007933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-30T20:33:37.019123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-30T20:33:37.019470] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-30T20:33:37.020240] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-30T20:33:37.020292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:37.020323] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:37.020349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:37.020406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:37.077234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:37.078099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:37.078188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:37.078221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:37.201965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:37.202174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:37.202237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:37.202279] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:37.205830] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-30T20:33:37.206118] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-30T20:33:37.206260] [INFO ] [sig       ] TYL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:37.348016] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TYL.txt
[2025-12-30T20:33:37.348145] [INFO ] [sig       ] [3222/3539] Completed TYL in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-30T20:33:37.348182] [INFO ] [sig       ] [3223/3539] Forecasting TYRA...
[2025-12-30T20:33:37.348212] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-30T20:33:37.348241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-30T20:33:37.360040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-30T20:33:37.360340] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-30T20:33:37.361110] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-30T20:33:37.361161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:37.361192] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:37.361219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:37.361293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:37.418216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:37.418964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:37.419047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:37.419079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:37.540707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:37.540856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:37.540898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:37.540927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:37.544267] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-30T20:33:37.544550] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-30T20:33:37.544692] [INFO ] [sig       ] TYRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:37.684375] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TYRA.txt
[2025-12-30T20:33:37.684509] [INFO ] [sig       ] [3223/3539] Completed TYRA in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:37.684555] [INFO ] [sig       ] [3224/3539] Forecasting TZOO...
[2025-12-30T20:33:37.684604] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-30T20:33:37.684638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-30T20:33:37.696179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-30T20:33:37.696464] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-30T20:33:37.697245] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-30T20:33:37.697299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:37.697332] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:37.697359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:37.697423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:37.754742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:37.755400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:37.755483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:37.755516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:37.875008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:37.875158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:37.875199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:37.875228] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:37.878607] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-30T20:33:37.878908] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-30T20:33:37.879030] [INFO ] [sig       ] TZOO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:38.022090] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/TZOO.txt
[2025-12-30T20:33:38.022224] [INFO ] [sig       ] [3224/3539] Completed TZOO in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:38.022269] [INFO ] [sig       ] [3225/3539] Forecasting UAA...
[2025-12-30T20:33:38.022300] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-30T20:33:38.022330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-30T20:33:38.034343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-30T20:33:38.034715] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-30T20:33:38.035497] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-30T20:33:38.035562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:38.035615] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:38.035642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:38.035700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:38.092260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:38.093066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:38.093165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:38.093204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:38.213161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:38.213322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:38.213363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:38.213390] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:38.216800] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-30T20:33:38.217082] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-30T20:33:38.217207] [INFO ] [sig       ] UAA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:38.360254] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UAA.txt
[2025-12-30T20:33:38.360410] [INFO ] [sig       ] [3225/3539] Completed UAA in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:38.360451] [INFO ] [sig       ] [3226/3539] Forecasting UAE...
[2025-12-30T20:33:38.360480] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-30T20:33:38.360511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-30T20:33:38.372204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-30T20:33:38.372598] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-30T20:33:38.373379] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-30T20:33:38.373437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:38.373468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:38.373496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:38.373553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:38.431688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:38.432550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:38.432692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:38.432725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:38.554160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:38.554324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:38.554367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:38.554396] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:38.557833] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-30T20:33:38.558138] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-30T20:33:38.558274] [INFO ] [sig       ] UAE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:38.699790] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UAE.txt
[2025-12-30T20:33:38.699948] [INFO ] [sig       ] [3226/3539] Completed UAE in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:38.699987] [INFO ] [sig       ] [3227/3539] Forecasting UAL...
[2025-12-30T20:33:38.700018] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-30T20:33:38.700048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-30T20:33:38.711622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-30T20:33:38.711956] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-30T20:33:38.712737] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-30T20:33:38.712789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:38.712820] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:38.712846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:38.712902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:38.770000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:38.770671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:38.770753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:38.770784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:38.896125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:38.896322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:38.896370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:38.896406] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:38.899992] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-30T20:33:38.900278] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-30T20:33:38.900409] [INFO ] [sig       ] UAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:39.044720] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UAL.txt
[2025-12-30T20:33:39.044849] [INFO ] [sig       ] [3227/3539] Completed UAL in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:39.044888] [INFO ] [sig       ] [3228/3539] Forecasting UBFO...
[2025-12-30T20:33:39.044917] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-30T20:33:39.044947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-30T20:33:39.056899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-30T20:33:39.057240] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-30T20:33:39.058087] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-30T20:33:39.058143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:39.058174] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:39.058202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:39.058260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:39.120980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:39.121865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:39.121953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:39.121986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:39.243178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:39.243340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:39.243383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:39.243411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:39.247645] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=75.06%)
[2025-12-30T20:33:39.248014] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-30T20:33:39.248158] [INFO ] [sig       ] UBFO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:39.396047] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UBFO.txt
[2025-12-30T20:33:39.396207] [INFO ] [sig       ] [3228/3539] Completed UBFO in 0.4s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:39.396252] [INFO ] [sig       ] [3229/3539] Forecasting UBND...
[2025-12-30T20:33:39.396282] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-30T20:33:39.396313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-30T20:33:39.408954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-30T20:33:39.409359] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-30T20:33:39.410188] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-30T20:33:39.410239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:39.410270] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:39.410295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:39.410352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:39.470250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:39.471198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:39.471292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:39.471325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:39.623894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:39.624066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:39.624110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:39.624140] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:39.628185] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-30T20:33:39.628546] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-30T20:33:39.628738] [INFO ] [sig       ] UBND: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:39.820918] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UBND.txt
[2025-12-30T20:33:39.821173] [INFO ] [sig       ] [3229/3539] Completed UBND in 0.4s | 2.90 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:39.821226] [INFO ] [sig       ] [3230/3539] Forecasting UBRL...
[2025-12-30T20:33:39.821267] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-30T20:33:39.821307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-30T20:33:39.839057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-30T20:33:39.839605] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-30T20:33:39.840884] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-30T20:33:39.840966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:39.841020] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:39.841068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:39.841162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:39.915985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:39.917250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:39.917372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:39.917424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:40.095192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:40.095391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:40.095460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:40.095505] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:40.101094] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-12-30T20:33:40.101684] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-30T20:33:40.101897] [INFO ] [sig       ] UBRL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:40.324202] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UBRL.txt
[2025-12-30T20:33:40.324365] [INFO ] [sig       ] [3230/3539] Completed UBRL in 0.5s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:40.324408] [INFO ] [sig       ] [3231/3539] Forecasting UBS...
[2025-12-30T20:33:40.324439] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-30T20:33:40.324471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-30T20:33:40.339367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-30T20:33:40.339867] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-30T20:33:40.341035] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-30T20:33:40.341106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:40.341153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:40.341197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:40.341285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:40.423039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:40.423977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:40.424096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:40.424146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:40.556184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:40.556347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:40.556389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:40.556418] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:40.559975] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-30T20:33:40.560285] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-30T20:33:40.560419] [INFO ] [sig       ] UBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:40.716486] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UBS.txt
[2025-12-30T20:33:40.716665] [INFO ] [sig       ] [3231/3539] Completed UBS in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:40.716710] [INFO ] [sig       ] [3232/3539] Forecasting UBSI...
[2025-12-30T20:33:40.716741] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-30T20:33:40.716773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-30T20:33:40.730978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-30T20:33:40.731603] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-30T20:33:40.732659] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-30T20:33:40.732716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:40.732752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:40.732781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:40.732843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:40.793645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:40.794757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:40.794860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:40.794892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:40.915463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:40.915705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:40.915779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:40.915810] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:40.919737] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-30T20:33:40.920045] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-30T20:33:40.920180] [INFO ] [sig       ] UBSI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:41.064749] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UBSI.txt
[2025-12-30T20:33:41.064961] [INFO ] [sig       ] [3232/3539] Completed UBSI in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:41.065007] [INFO ] [sig       ] [3233/3539] Forecasting UDMY...
[2025-12-30T20:33:41.065037] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-30T20:33:41.065071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-30T20:33:41.078283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-30T20:33:41.078808] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-30T20:33:41.079700] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-30T20:33:41.079755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:41.079823] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:41.079853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:41.079916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:41.156534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:41.157906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:41.158028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:41.158080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:41.274545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:41.274732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:41.274775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:41.274804] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:41.278221] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-12-30T20:33:41.278524] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-30T20:33:41.278675] [INFO ] [sig       ] UDMY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:41.422716] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UDMY.txt
[2025-12-30T20:33:41.422879] [INFO ] [sig       ] [3233/3539] Completed UDMY in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:41.422921] [INFO ] [sig       ] [3234/3539] Forecasting UE...
[2025-12-30T20:33:41.422951] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-30T20:33:41.422981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-30T20:33:41.434750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-30T20:33:41.435127] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-30T20:33:41.435903] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-30T20:33:41.435956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:41.435988] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:41.436015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:41.436072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:41.493554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:41.494454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:41.494541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:41.494593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:41.612902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:41.613069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:41.613111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:41.613139] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:41.616553] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-30T20:33:41.616879] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-30T20:33:41.617012] [INFO ] [sig       ] UE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:41.761827] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UE.txt
[2025-12-30T20:33:41.762273] [INFO ] [sig       ] [3234/3539] Completed UE in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:41.762326] [INFO ] [sig       ] [3235/3539] Forecasting UEIC...
[2025-12-30T20:33:41.762363] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-30T20:33:41.762402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-30T20:33:41.776217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-30T20:33:41.776791] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-30T20:33:41.777791] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-30T20:33:41.777847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:41.777882] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:41.777911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:41.777972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:41.835657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:41.836736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:41.836829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:41.836862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:41.963756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:41.963982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:41.964029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:41.964060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:41.967885] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-30T20:33:41.968242] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-30T20:33:41.968388] [INFO ] [sig       ] UEIC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:42.122621] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UEIC.txt
[2025-12-30T20:33:42.122831] [INFO ] [sig       ] [3235/3539] Completed UEIC in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-30T20:33:42.122875] [INFO ] [sig       ] [3236/3539] Forecasting UFCS...
[2025-12-30T20:33:42.122904] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-30T20:33:42.122936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-30T20:33:42.136457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-30T20:33:42.136937] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-30T20:33:42.137848] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-30T20:33:42.137901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:42.137949] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:42.137976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:42.138035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:42.194461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:42.195277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:42.195370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:42.195403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:42.315775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:42.316003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:42.316051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:42.316124] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:42.321359] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-30T20:33:42.322085] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-30T20:33:42.322309] [INFO ] [sig       ] UFCS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:42.480447] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UFCS.txt
[2025-12-30T20:33:42.480689] [INFO ] [sig       ] [3236/3539] Completed UFCS in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-30T20:33:42.480738] [INFO ] [sig       ] [3237/3539] Forecasting UFI...
[2025-12-30T20:33:42.480769] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-30T20:33:42.480803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-30T20:33:42.494237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-30T20:33:42.494765] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-30T20:33:42.495647] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-30T20:33:42.495704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:42.495739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:42.495766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:42.495825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:42.558923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:42.559910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:42.560002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:42.560035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:42.686114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:42.686288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:42.686337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:42.686379] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:42.689996] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-30T20:33:42.690288] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-30T20:33:42.690421] [INFO ] [sig       ] UFI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:42.845937] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UFI.txt
[2025-12-30T20:33:42.846103] [INFO ] [sig       ] [3237/3539] Completed UFI in 0.4s | 2.89 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-30T20:33:42.846146] [INFO ] [sig       ] [3238/3539] Forecasting UFO...
[2025-12-30T20:33:42.846175] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-30T20:33:42.846206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-30T20:33:42.858347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-30T20:33:42.861901] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-30T20:33:42.863257] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-30T20:33:42.863313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:42.863345] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:42.863372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:42.863430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:42.924105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:42.924987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:42.925081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:42.925118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:43.045509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:43.045686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:43.045728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:43.045758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:43.049097] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-30T20:33:43.049368] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-30T20:33:43.049492] [INFO ] [sig       ] UFO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:43.190421] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UFO.txt
[2025-12-30T20:33:43.190566] [INFO ] [sig       ] [3238/3539] Completed UFO in 0.3s | 2.89 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-30T20:33:43.190646] [INFO ] [sig       ] [3239/3539] Forecasting UFPI...
[2025-12-30T20:33:43.190679] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-30T20:33:43.190711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-30T20:33:43.205427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-30T20:33:43.206075] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-30T20:33:43.207056] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-30T20:33:43.207113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:43.207147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:43.207184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:43.207246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:43.276238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:43.277568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:43.277736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:43.277791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:43.410029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:43.410286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:43.410338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:43.410380] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:43.414560] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-30T20:33:43.414905] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-30T20:33:43.415049] [INFO ] [sig       ] UFPI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:43.561710] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UFPI.txt
[2025-12-30T20:33:43.561901] [INFO ] [sig       ] [3239/3539] Completed UFPI in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:43.561941] [INFO ] [sig       ] [3240/3539] Forecasting UGI...
[2025-12-30T20:33:43.561978] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-30T20:33:43.562010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-30T20:33:43.576149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-30T20:33:43.576723] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-30T20:33:43.577674] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-30T20:33:43.577731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:43.577767] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:43.577796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:43.577858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:43.637269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:43.638445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:43.638559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:43.638626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:43.763256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:43.763484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:43.763531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:43.763560] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:43.767422] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-30T20:33:43.767758] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-30T20:33:43.767902] [INFO ] [sig       ] UGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:43.910667] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UGI.txt
[2025-12-30T20:33:43.910877] [INFO ] [sig       ] [3240/3539] Completed UGI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:43.910921] [INFO ] [sig       ] [3241/3539] Forecasting UGP...
[2025-12-30T20:33:43.910951] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-30T20:33:43.910984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-30T20:33:43.924722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-30T20:33:43.925164] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-30T20:33:43.926086] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-30T20:33:43.926140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:43.926172] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:43.926198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:43.926256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:43.984211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:43.985367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:43.985471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:43.985504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:44.110534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:44.110783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:44.110832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:44.110861] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:44.115134] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=21.65%)
[2025-12-30T20:33:44.115510] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-30T20:33:44.115687] [INFO ] [sig       ] UGP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:44.263923] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UGP.txt
[2025-12-30T20:33:44.264137] [INFO ] [sig       ] [3241/3539] Completed UGP in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:44.264182] [INFO ] [sig       ] [3242/3539] Forecasting UHAL...
[2025-12-30T20:33:44.264212] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-30T20:33:44.264245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-30T20:33:44.277702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-30T20:33:44.278229] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-30T20:33:44.279263] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-30T20:33:44.279320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:44.279352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:44.279379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:44.279438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:44.339285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:44.340602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:44.340719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:44.340763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:44.474678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:44.474905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:44.474952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:44.474983] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:44.478874] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-30T20:33:44.479240] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-30T20:33:44.479393] [INFO ] [sig       ] UHAL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:44.625310] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UHAL.txt
[2025-12-30T20:33:44.625543] [INFO ] [sig       ] [3242/3539] Completed UHAL in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:44.625636] [INFO ] [sig       ] [3243/3539] Forecasting UHG...
[2025-12-30T20:33:44.625680] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-30T20:33:44.625714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-30T20:33:44.638636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-30T20:33:44.639230] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-30T20:33:44.640208] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-30T20:33:44.640266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:44.640300] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:44.640328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:44.640390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:44.699307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:44.700415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:44.700564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:44.700619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:44.822196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:44.822425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:44.822475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:44.822531] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:44.826432] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2025-12-30T20:33:44.826780] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-30T20:33:44.826929] [INFO ] [sig       ] UHG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:44.971738] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UHG.txt
[2025-12-30T20:33:44.971938] [INFO ] [sig       ] [3243/3539] Completed UHG in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:44.971983] [INFO ] [sig       ] [3244/3539] Forecasting UHS...
[2025-12-30T20:33:44.972014] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-30T20:33:44.972046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-30T20:33:44.985753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-30T20:33:44.986169] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-30T20:33:44.987032] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-30T20:33:44.987091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:44.987125] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:44.987151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:44.987208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:45.048344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:45.049291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:45.049382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:45.049415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:45.170517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:45.170712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:45.170757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:45.170787] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:45.174277] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-30T20:33:45.174589] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-30T20:33:45.174720] [INFO ] [sig       ] UHS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:45.327462] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UHS.txt
[2025-12-30T20:33:45.327647] [INFO ] [sig       ] [3244/3539] Completed UHS in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:45.327702] [INFO ] [sig       ] [3245/3539] Forecasting UI...
[2025-12-30T20:33:45.327734] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-30T20:33:45.327765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-30T20:33:45.340073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-30T20:33:45.340405] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-30T20:33:45.341276] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-30T20:33:45.341331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:45.341362] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:45.341389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:45.341447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:45.399258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:45.399925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:45.400006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:45.400051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:45.518221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:45.518376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:45.518418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:45.518445] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:45.521943] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-30T20:33:45.522214] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-30T20:33:45.522333] [INFO ] [sig       ] UI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:45.671134] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UI.txt
[2025-12-30T20:33:45.671294] [INFO ] [sig       ] [3245/3539] Completed UI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:45.671335] [INFO ] [sig       ] [3246/3539] Forecasting UIS...
[2025-12-30T20:33:45.671364] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-30T20:33:45.671394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-30T20:33:45.684329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-30T20:33:45.684873] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-30T20:33:45.685759] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-30T20:33:45.685813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:45.685846] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:45.685874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:45.685934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:45.746184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:45.747310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:45.747416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:45.747450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:45.874840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:45.875075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:45.875122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:45.875150] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:45.879078] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-30T20:33:45.879402] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-30T20:33:45.879536] [INFO ] [sig       ] UIS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:46.024633] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UIS.txt
[2025-12-30T20:33:46.024850] [INFO ] [sig       ] [3246/3539] Completed UIS in 0.4s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:46.024893] [INFO ] [sig       ] [3247/3539] Forecasting UITB...
[2025-12-30T20:33:46.024922] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-30T20:33:46.024954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-30T20:33:46.038239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-30T20:33:46.038678] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-30T20:33:46.039520] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-30T20:33:46.039593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:46.039659] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:46.039689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:46.039760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:46.095770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:46.096398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:46.096482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:46.096515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:46.211757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:46.211929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:46.211970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:46.211999] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:46.215447] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-12-30T20:33:46.215756] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-30T20:33:46.215880] [INFO ] [sig       ] UITB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:46.358932] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UITB.txt
[2025-12-30T20:33:46.359092] [INFO ] [sig       ] [3247/3539] Completed UITB in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:46.359133] [INFO ] [sig       ] [3248/3539] Forecasting UL...
[2025-12-30T20:33:46.359163] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-30T20:33:46.359195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-30T20:33:46.370395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-30T20:33:46.370731] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-30T20:33:46.371553] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-30T20:33:46.371626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:46.371660] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:46.371698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:46.371770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:46.430241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:46.430934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:46.431024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:46.431058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:46.553951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:46.554104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:46.554144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:46.554172] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:46.557509] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-30T20:33:46.557799] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-30T20:33:46.557921] [INFO ] [sig       ] UL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:46.703490] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UL.txt
[2025-12-30T20:33:46.703662] [INFO ] [sig       ] [3248/3539] Completed UL in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:46.703707] [INFO ] [sig       ] [3249/3539] Forecasting ULBI...
[2025-12-30T20:33:46.703737] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-30T20:33:46.703767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-30T20:33:46.714543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-30T20:33:46.714880] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-30T20:33:46.715704] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-30T20:33:46.715768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:46.715802] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:46.715829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:46.715887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:46.776234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:46.777106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:46.777202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:46.777237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:46.897368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:46.897521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:46.897591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:46.897625] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:46.901021] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-30T20:33:46.901289] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-30T20:33:46.901410] [INFO ] [sig       ] ULBI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:47.042679] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ULBI.txt
[2025-12-30T20:33:47.042816] [INFO ] [sig       ] [3249/3539] Completed ULBI in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:47.042857] [INFO ] [sig       ] [3250/3539] Forecasting ULCC...
[2025-12-30T20:33:47.042886] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-30T20:33:47.042916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-30T20:33:47.053993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-30T20:33:47.054301] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-30T20:33:47.055076] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-30T20:33:47.055129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:47.055198] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:47.055227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:47.055285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:47.112297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:47.113056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:47.113137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:47.113170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:47.235174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:47.235338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:47.235381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:47.235411] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:47.238869] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-30T20:33:47.239148] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-30T20:33:47.239275] [INFO ] [sig       ] ULCC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:47.385652] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ULCC.txt
[2025-12-30T20:33:47.385818] [INFO ] [sig       ] [3250/3539] Completed ULCC in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:47.385861] [INFO ] [sig       ] [3251/3539] Forecasting ULH...
[2025-12-30T20:33:47.385891] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-30T20:33:47.385921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-30T20:33:47.397239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-30T20:33:47.397654] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-30T20:33:47.398426] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-30T20:33:47.398480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:47.398511] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:47.398538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:47.398616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:47.456774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:47.457686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:47.457802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:47.457847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:47.581318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:47.581466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:47.581510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:47.581539] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:47.584927] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2025-12-30T20:33:47.585204] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-30T20:33:47.585328] [INFO ] [sig       ] ULH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:47.734220] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ULH.txt
[2025-12-30T20:33:47.734358] [INFO ] [sig       ] [3251/3539] Completed ULH in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:47.734400] [INFO ] [sig       ] [3252/3539] Forecasting ULTA...
[2025-12-30T20:33:47.734429] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-30T20:33:47.734459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-30T20:33:47.745515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-30T20:33:47.745840] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-30T20:33:47.746646] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-30T20:33:47.746700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:47.746733] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:47.746760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:47.746821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:47.804294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:47.805076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:47.805161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:47.805195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:47.922822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:47.922949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:47.922989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:47.923017] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:47.926309] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-30T20:33:47.926595] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-30T20:33:47.926718] [INFO ] [sig       ] ULTA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:48.072008] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ULTA.txt
[2025-12-30T20:33:48.072170] [INFO ] [sig       ] [3252/3539] Completed ULTA in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-30T20:33:48.072212] [INFO ] [sig       ] [3253/3539] Forecasting ULY...
[2025-12-30T20:33:48.072243] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-30T20:33:48.072276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-30T20:33:48.082928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-30T20:33:48.083213] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-30T20:33:48.083987] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-30T20:33:48.084040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:48.084071] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:48.084097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:48.084153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:48.140365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:48.141204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:48.141287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:48.141319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:48.257892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:48.258056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:48.258100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:48.258182] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:48.261698] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-30T20:33:48.262001] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-30T20:33:48.262129] [INFO ] [sig       ] ULY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:48.403397] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ULY.txt
[2025-12-30T20:33:48.403558] [INFO ] [sig       ] [3253/3539] Completed ULY in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-30T20:33:48.403621] [INFO ] [sig       ] [3254/3539] Forecasting UMBF...
[2025-12-30T20:33:48.403656] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-30T20:33:48.403688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-30T20:33:48.416015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-30T20:33:48.416412] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-30T20:33:48.417249] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-30T20:33:48.417319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:48.417361] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:48.417391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:48.417456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:48.474353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:48.475209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:48.475294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:48.475326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:48.592838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:48.592982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:48.593022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:48.593050] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:48.596377] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-30T20:33:48.596707] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-30T20:33:48.596837] [INFO ] [sig       ] UMBF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:48.739113] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UMBF.txt
[2025-12-30T20:33:48.739244] [INFO ] [sig       ] [3254/3539] Completed UMBF in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-30T20:33:48.739285] [INFO ] [sig       ] [3255/3539] Forecasting UMC...
[2025-12-30T20:33:48.739314] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-30T20:33:48.739344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-30T20:33:48.750550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-30T20:33:48.750857] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-30T20:33:48.751674] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-30T20:33:48.751739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:48.751784] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:48.751822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:48.751883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:48.810471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:48.811188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:48.811273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:48.811307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:48.934751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:48.934914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:48.934954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:48.934986] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:48.938456] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-30T20:33:48.938772] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-30T20:33:48.938902] [INFO ] [sig       ] UMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:49.083229] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UMC.txt
[2025-12-30T20:33:49.083376] [INFO ] [sig       ] [3255/3539] Completed UMC in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-30T20:33:49.083419] [INFO ] [sig       ] [3256/3539] Forecasting UMH...
[2025-12-30T20:33:49.083449] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-30T20:33:49.083482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-30T20:33:49.096084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-30T20:33:49.096448] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-30T20:33:49.097427] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-30T20:33:49.097480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:49.097510] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:49.097537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:49.097610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:49.156440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:49.157147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:49.157243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:49.157276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:49.276383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:49.276543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:49.276619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:49.276650] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:49.279936] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-30T20:33:49.280201] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-30T20:33:49.280323] [INFO ] [sig       ] UMH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:49.419257] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UMH.txt
[2025-12-30T20:33:49.419387] [INFO ] [sig       ] [3256/3539] Completed UMH in 0.3s | 2.89 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-30T20:33:49.419425] [INFO ] [sig       ] [3257/3539] Forecasting UMMA...
[2025-12-30T20:33:49.419454] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-30T20:33:49.419484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-30T20:33:49.430852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-30T20:33:49.431152] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-30T20:33:49.431955] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-30T20:33:49.432008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:49.432039] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:49.432065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:49.432121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:49.488521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:49.490066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:49.490246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:49.490279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:49.601449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:49.601627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:49.601669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:49.601697] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:49.605407] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-30T20:33:49.605698] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-30T20:33:49.605821] [INFO ] [sig       ] UMMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:49.745622] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UMMA.txt
[2025-12-30T20:33:49.745777] [INFO ] [sig       ] [3257/3539] Completed UMMA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:49.745818] [INFO ] [sig       ] [3258/3539] Forecasting UNCY...
[2025-12-30T20:33:49.745847] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-30T20:33:49.745877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-30T20:33:49.757036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-30T20:33:49.757397] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-30T20:33:49.758171] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-30T20:33:49.758224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:49.758255] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:49.758282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:49.758339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:49.815354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:49.816225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:49.816314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:49.816346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:49.931083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:49.931248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:49.931289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:49.931317] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:49.934639] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-30T20:33:49.934917] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-30T20:33:49.935038] [INFO ] [sig       ] UNCY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:50.075147] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UNCY.txt
[2025-12-30T20:33:50.075273] [INFO ] [sig       ] [3258/3539] Completed UNCY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:50.075312] [INFO ] [sig       ] [3259/3539] Forecasting UNF...
[2025-12-30T20:33:50.075342] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-30T20:33:50.075371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-30T20:33:50.087032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-30T20:33:50.087292] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-30T20:33:50.088059] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-30T20:33:50.088111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:50.088141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:50.088167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:50.088224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:50.149358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:50.150250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:50.150346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:50.150381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:50.268317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:50.268478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:50.268519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:50.268546] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:50.271914] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-30T20:33:50.272186] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-30T20:33:50.272304] [INFO ] [sig       ] UNF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:50.419341] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UNF.txt
[2025-12-30T20:33:50.419476] [INFO ] [sig       ] [3259/3539] Completed UNF in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:50.419515] [INFO ] [sig       ] [3260/3539] Forecasting UNFI...
[2025-12-30T20:33:50.419544] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-30T20:33:50.419591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-30T20:33:50.431107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-30T20:33:50.431380] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-30T20:33:50.432150] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-30T20:33:50.432203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:50.432244] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:50.432272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:50.432329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:50.492486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:50.493154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:50.493282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:50.493315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:50.620164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:50.620329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:50.620372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:50.620402] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:50.624078] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-30T20:33:50.624367] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-30T20:33:50.624497] [INFO ] [sig       ] UNFI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:50.777347] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UNFI.txt
[2025-12-30T20:33:50.777502] [INFO ] [sig       ] [3260/3539] Completed UNFI in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:50.777543] [INFO ] [sig       ] [3261/3539] Forecasting UNM...
[2025-12-30T20:33:50.777592] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-30T20:33:50.777625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-30T20:33:50.788970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-30T20:33:50.789308] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-30T20:33:50.790090] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-30T20:33:50.790143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:50.790173] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:50.790199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:50.790255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:50.848809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:50.849666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:50.849751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:50.849785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:50.972857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:50.973032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:50.973073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:50.973102] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:50.976495] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-30T20:33:50.976783] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-30T20:33:50.976904] [INFO ] [sig       ] UNM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:51.121132] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UNM.txt
[2025-12-30T20:33:51.121302] [INFO ] [sig       ] [3261/3539] Completed UNM in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:51.121343] [INFO ] [sig       ] [3262/3539] Forecasting UNMA...
[2025-12-30T20:33:51.121374] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-30T20:33:51.121405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-30T20:33:51.132255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-30T20:33:51.132666] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-30T20:33:51.133437] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-30T20:33:51.133490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:51.133521] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:51.133547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:51.133629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:51.191953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:51.192892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:51.192996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:51.193032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:51.301257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:51.301402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:51.301442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:51.301470] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:51.304772] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-30T20:33:51.305038] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-30T20:33:51.305160] [INFO ] [sig       ] UNMA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:51.445084] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UNMA.txt
[2025-12-30T20:33:51.445248] [INFO ] [sig       ] [3262/3539] Completed UNMA in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:51.445289] [INFO ] [sig       ] [3263/3539] Forecasting UNP...
[2025-12-30T20:33:51.445317] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-30T20:33:51.445347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-30T20:33:51.456519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-30T20:33:51.456864] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-30T20:33:51.457644] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-30T20:33:51.457695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:51.457731] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:51.457757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:51.457814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:51.523802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:51.524659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:51.524748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:51.524782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:51.649673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:51.649831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:51.649873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:51.649903] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:51.653528] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-30T20:33:51.653830] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-30T20:33:51.653962] [INFO ] [sig       ] UNP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:51.802019] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UNP.txt
[2025-12-30T20:33:51.802214] [INFO ] [sig       ] [3263/3539] Completed UNP in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:51.802255] [INFO ] [sig       ] [3264/3539] Forecasting UNTY...
[2025-12-30T20:33:51.802290] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-30T20:33:51.802322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-30T20:33:51.814528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-30T20:33:51.814899] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-30T20:33:51.815688] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-30T20:33:51.815739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:51.815770] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:51.815796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:51.815853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:51.872206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:51.873114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:51.873223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:51.873257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:51.987267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:51.987423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:51.987462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:51.987491] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:51.990949] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-12-30T20:33:51.991224] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-30T20:33:51.991349] [INFO ] [sig       ] UNTY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:52.131466] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UNTY.txt
[2025-12-30T20:33:52.131627] [INFO ] [sig       ] [3264/3539] Completed UNTY in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:52.131669] [INFO ] [sig       ] [3265/3539] Forecasting UONE...
[2025-12-30T20:33:52.131697] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-30T20:33:52.131728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-30T20:33:52.142786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-30T20:33:52.143150] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-30T20:33:52.143920] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-30T20:33:52.143972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:52.144004] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:52.144032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:52.144089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:52.201323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:52.201993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:52.202074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:52.202106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:52.309799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:52.309948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:52.309987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:52.310207] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:52.313499] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-30T20:33:52.313783] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-30T20:33:52.314095] [INFO ] [sig       ] UONE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:52.458195] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UONE.txt
[2025-12-30T20:33:52.458323] [INFO ] [sig       ] [3265/3539] Completed UONE in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:52.458362] [INFO ] [sig       ] [3266/3539] Forecasting UPBD...
[2025-12-30T20:33:52.458390] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-30T20:33:52.458419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-30T20:33:52.469544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-30T20:33:52.469812] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-30T20:33:52.470556] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-30T20:33:52.470626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:52.470658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:52.470685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:52.470753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:52.528534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:52.529364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:52.529441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:52.529473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:52.646792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:52.646941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:52.646981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:52.647010] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:52.650358] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-30T20:33:52.650645] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-30T20:33:52.650775] [INFO ] [sig       ] UPBD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:52.791956] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UPBD.txt
[2025-12-30T20:33:52.792072] [INFO ] [sig       ] [3266/3539] Completed UPBD in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:52.792111] [INFO ] [sig       ] [3267/3539] Forecasting UPC...
[2025-12-30T20:33:52.792140] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-30T20:33:52.792170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-30T20:33:52.803042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-30T20:33:52.803325] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-30T20:33:52.804125] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-30T20:33:52.804178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:52.804249] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:52.804278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:52.804335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:52.860630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:52.861223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:52.861310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:52.861341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:52.970628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:52.970784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:52.970832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:52.970883] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:52.974136] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-30T20:33:52.974401] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-30T20:33:52.974522] [INFO ] [sig       ] UPC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:53.114186] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UPC.txt
[2025-12-30T20:33:53.114294] [INFO ] [sig       ] [3267/3539] Completed UPC in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:53.114332] [INFO ] [sig       ] [3268/3539] Forecasting UPLD...
[2025-12-30T20:33:53.114361] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-30T20:33:53.114390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-30T20:33:53.125923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-30T20:33:53.126181] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-30T20:33:53.126945] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-30T20:33:53.126997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:53.127027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:53.127054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:53.127110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:53.184285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:53.185112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:53.185194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:53.185226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:53.303048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:53.303154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:53.303191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:53.303219] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:53.306324] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-30T20:33:53.306603] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-30T20:33:53.306724] [INFO ] [sig       ] UPLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:53.447738] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UPLD.txt
[2025-12-30T20:33:53.447866] [INFO ] [sig       ] [3268/3539] Completed UPLD in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:53.447906] [INFO ] [sig       ] [3269/3539] Forecasting UPS...
[2025-12-30T20:33:53.447934] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-30T20:33:53.447963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-30T20:33:53.460074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-30T20:33:53.460339] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-30T20:33:53.461128] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-30T20:33:53.461180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:53.461212] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:53.461238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:53.461296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:53.520683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:53.521303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:53.521402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:53.521434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:53.643504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:53.643628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:53.643666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:53.643693] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:53.646806] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=69.12%)
[2025-12-30T20:33:53.647063] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-30T20:33:53.647181] [INFO ] [sig       ] UPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:53.787286] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UPS.txt
[2025-12-30T20:33:53.787404] [INFO ] [sig       ] [3269/3539] Completed UPS in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-30T20:33:53.787443] [INFO ] [sig       ] [3270/3539] Forecasting UPWK...
[2025-12-30T20:33:53.787471] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-30T20:33:53.787501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-30T20:33:53.798927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-30T20:33:53.799189] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-30T20:33:53.799960] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-30T20:33:53.800011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:53.800042] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:53.800068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:53.800124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:53.857960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:53.858550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:53.858645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:53.858677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:53.980496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:53.980670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:53.980712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:53.980772] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:53.984065] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-30T20:33:53.984330] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-30T20:33:53.984449] [INFO ] [sig       ] UPWK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:54.124849] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UPWK.txt
[2025-12-30T20:33:54.124973] [INFO ] [sig       ] [3270/3539] Completed UPWK in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-30T20:33:54.125012] [INFO ] [sig       ] [3271/3539] Forecasting UPXI...
[2025-12-30T20:33:54.125043] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-30T20:33:54.125072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-30T20:33:54.136075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-30T20:33:54.136346] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-30T20:33:54.137149] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-30T20:33:54.137201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:54.137232] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:54.137271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:54.137329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:54.194779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:54.195641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:54.195725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:54.195757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:54.316811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:54.316972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:54.317013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:54.317042] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:54.320402] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-30T20:33:54.320696] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-30T20:33:54.320820] [INFO ] [sig       ] UPXI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:54.462975] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UPXI.txt
[2025-12-30T20:33:54.463130] [INFO ] [sig       ] [3271/3539] Completed UPXI in 0.3s | 2.89 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-30T20:33:54.463171] [INFO ] [sig       ] [3272/3539] Forecasting URBN...
[2025-12-30T20:33:54.463199] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-30T20:33:54.463229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-30T20:33:54.478227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-30T20:33:54.478615] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-30T20:33:54.479406] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-30T20:33:54.479458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:54.479489] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:54.479515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:54.479592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:54.539054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:54.539938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:54.540026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:54.540061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:54.663720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:54.663876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:54.663916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:54.663945] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:54.667247] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-30T20:33:54.667519] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-30T20:33:54.667658] [INFO ] [sig       ] URBN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:54.820239] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/URBN.txt
[2025-12-30T20:33:54.820438] [INFO ] [sig       ] [3272/3539] Completed URBN in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-30T20:33:54.820492] [INFO ] [sig       ] [3273/3539] Forecasting URGN...
[2025-12-30T20:33:54.820534] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-30T20:33:54.820593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-30T20:33:54.835385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-30T20:33:54.835830] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-30T20:33:54.836860] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-30T20:33:54.836937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:54.836980] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:54.837017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:54.837094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:54.897725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:54.898460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:54.898544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:54.898594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:55.029165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:55.029341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:55.029393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:55.029429] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:55.033701] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-12-30T20:33:55.034026] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-30T20:33:55.034176] [INFO ] [sig       ] URGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:55.176995] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/URGN.txt
[2025-12-30T20:33:55.177153] [INFO ] [sig       ] [3273/3539] Completed URGN in 0.4s | 2.89 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-30T20:33:55.177194] [INFO ] [sig       ] [3274/3539] Forecasting URI...
[2025-12-30T20:33:55.177226] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-30T20:33:55.177257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-30T20:33:55.190632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-30T20:33:55.191033] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-30T20:33:55.191893] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-30T20:33:55.191949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:55.191982] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:55.192009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:55.192068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:55.253523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:55.254559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:55.254686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:55.254732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:55.398804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:55.398962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:55.399005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:55.399034] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:55.402384] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-30T20:33:55.402673] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-30T20:33:55.402796] [INFO ] [sig       ] URI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:55.600618] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/URI.txt
[2025-12-30T20:33:55.600767] [INFO ] [sig       ] [3274/3539] Completed URI in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:55.600809] [INFO ] [sig       ] [3275/3539] Forecasting URNJ...
[2025-12-30T20:33:55.600838] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-30T20:33:55.600873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-30T20:33:55.612663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-30T20:33:55.612947] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-30T20:33:55.613746] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-30T20:33:55.613799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:55.613831] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:55.613857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:55.613914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:55.670345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:55.670992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:55.671072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:55.671105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:55.791481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:55.791655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:55.791696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:55.791725] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:55.795045] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=56.75%)
[2025-12-30T20:33:55.795313] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-30T20:33:55.795434] [INFO ] [sig       ] URNJ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:55.935705] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/URNJ.txt
[2025-12-30T20:33:55.935838] [INFO ] [sig       ] [3275/3539] Completed URNJ in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:55.935880] [INFO ] [sig       ] [3276/3539] Forecasting UROY...
[2025-12-30T20:33:55.935910] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-30T20:33:55.935939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-30T20:33:55.947365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-30T20:33:55.947650] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-30T20:33:55.948403] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-30T20:33:55.948455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:55.948486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:55.948512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:55.948593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:56.006381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:56.007117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:56.007199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:56.007231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:56.136266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:56.136424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:56.136466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:56.136496] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:56.139989] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-30T20:33:56.140270] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-30T20:33:56.140394] [INFO ] [sig       ] UROY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:56.288392] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UROY.txt
[2025-12-30T20:33:56.288585] [INFO ] [sig       ] [3276/3539] Completed UROY in 0.4s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:56.288634] [INFO ] [sig       ] [3277/3539] Forecasting USA...
[2025-12-30T20:33:56.288663] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-30T20:33:56.288694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-30T20:33:56.301054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-30T20:33:56.301448] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-30T20:33:56.302326] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-30T20:33:56.302380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:56.302413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:56.302440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:56.302498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:56.359847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:56.360742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:56.360863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:56.360898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:56.481674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:56.481836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:56.481878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:56.481907] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:56.485389] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-30T20:33:56.485693] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-30T20:33:56.485826] [INFO ] [sig       ] USA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:33:56.626827] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/USA.txt
[2025-12-30T20:33:56.626989] [INFO ] [sig       ] [3277/3539] Completed USA in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:56.627029] [INFO ] [sig       ] [3278/3539] Forecasting USAC...
[2025-12-30T20:33:56.627058] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-30T20:33:56.627088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-30T20:33:56.638907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-30T20:33:56.639254] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-30T20:33:56.640041] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-30T20:33:56.640093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:56.640124] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:56.640150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:56.640207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:56.699006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:56.699877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:56.699963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:56.699996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:56.819134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:56.819299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:56.819340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:56.819387] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:56.822899] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-12-30T20:33:56.823183] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-30T20:33:56.823314] [INFO ] [sig       ] USAC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:56.964020] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USAC.txt
[2025-12-30T20:33:56.964174] [INFO ] [sig       ] [3278/3539] Completed USAC in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:56.964214] [INFO ] [sig       ] [3279/3539] Forecasting USB...
[2025-12-30T20:33:56.964243] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-30T20:33:56.964274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-30T20:33:56.975312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-30T20:33:56.975691] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-30T20:33:56.976492] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-30T20:33:56.976546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:56.976606] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:56.976637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:56.976696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:57.038121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:57.039155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:57.039259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:57.039294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:57.160832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:57.161187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:57.161228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:57.161256] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:57.164794] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-30T20:33:57.165250] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-30T20:33:57.165375] [INFO ] [sig       ] USB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:57.306138] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USB.txt
[2025-12-30T20:33:57.306309] [INFO ] [sig       ] [3279/3539] Completed USB in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:57.306353] [INFO ] [sig       ] [3280/3539] Forecasting USCB...
[2025-12-30T20:33:57.306382] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-30T20:33:57.306412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-30T20:33:57.318482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-30T20:33:57.318877] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-30T20:33:57.319658] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-30T20:33:57.319710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:57.319743] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:57.319769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:57.319827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:57.376706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:57.377606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:57.377699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:57.377730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:57.483890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:57.484047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:57.484088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:57.484117] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:57.487447] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-30T20:33:57.487785] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-30T20:33:57.487919] [INFO ] [sig       ] USCB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:57.629465] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USCB.txt
[2025-12-30T20:33:57.629671] [INFO ] [sig       ] [3280/3539] Completed USCB in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:57.629716] [INFO ] [sig       ] [3281/3539] Forecasting USDX...
[2025-12-30T20:33:57.629744] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-30T20:33:57.629775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-30T20:33:57.641350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-30T20:33:57.641704] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-30T20:33:57.642467] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-30T20:33:57.642520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:57.642551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:57.642595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:57.642655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:57.700511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:57.701245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:57.701331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:57.701364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:57.806395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:57.806544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:57.806600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:57.806631] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:57.809944] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-30T20:33:57.810235] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-30T20:33:57.810358] [INFO ] [sig       ] USDX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:57.951879] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USDX.txt
[2025-12-30T20:33:57.952021] [INFO ] [sig       ] [3281/3539] Completed USDX in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:57.952060] [INFO ] [sig       ] [3282/3539] Forecasting USEA...
[2025-12-30T20:33:57.952089] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-30T20:33:57.952120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-30T20:33:57.963427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-30T20:33:57.963733] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-30T20:33:57.964486] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-30T20:33:57.964539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:57.964587] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:57.964620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:57.964694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:58.022182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:58.022976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:58.023059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:58.023092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:58.138113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:58.138275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:58.138318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:58.138347] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:58.141820] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2025-12-30T20:33:58.142098] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-30T20:33:58.142218] [INFO ] [sig       ] USEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:58.283627] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USEA.txt
[2025-12-30T20:33:58.283740] [INFO ] [sig       ] [3282/3539] Completed USEA in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:58.283780] [INFO ] [sig       ] [3283/3539] Forecasting USFD...
[2025-12-30T20:33:58.283808] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-30T20:33:58.283838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-30T20:33:58.295296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-30T20:33:58.295556] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-30T20:33:58.296322] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-30T20:33:58.296374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:58.296405] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:58.296431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:58.296488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:58.352985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:58.353595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:58.353672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:58.353703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:58.476787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:58.476907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:58.476947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:58.476976] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:58.480156] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2025-12-30T20:33:58.480439] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-30T20:33:58.480603] [INFO ] [sig       ] USFD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:58.619663] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USFD.txt
[2025-12-30T20:33:58.619792] [INFO ] [sig       ] [3283/3539] Completed USFD in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:58.619832] [INFO ] [sig       ] [3284/3539] Forecasting USGO...
[2025-12-30T20:33:58.619863] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-30T20:33:58.619893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-30T20:33:58.631810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-30T20:33:58.632224] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-30T20:33:58.633082] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-30T20:33:58.633150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:58.633211] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:58.633238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:58.633295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:58.691704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:58.692564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:58.692669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:58.692703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:58.809629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:58.809779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:58.809820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:58.809848] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:58.813129] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-30T20:33:58.813397] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-30T20:33:58.813517] [INFO ] [sig       ] USGO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:58.953737] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USGO.txt
[2025-12-30T20:33:58.953875] [INFO ] [sig       ] [3284/3539] Completed USGO in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:58.953916] [INFO ] [sig       ] [3285/3539] Forecasting USIG...
[2025-12-30T20:33:58.953945] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-30T20:33:58.953976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-30T20:33:58.965751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-30T20:33:58.966063] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-30T20:33:58.966873] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-30T20:33:58.966927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:58.966965] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:58.966992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:58.967049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:59.024354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:59.025006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:59.025087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:59.025119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:59.150889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:59.151033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:59.151073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:59.151100] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:59.154418] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-30T20:33:59.154715] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-30T20:33:59.154840] [INFO ] [sig       ] USIG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:59.299443] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USIG.txt
[2025-12-30T20:33:59.299604] [INFO ] [sig       ] [3285/3539] Completed USIG in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:59.299647] [INFO ] [sig       ] [3286/3539] Forecasting USIO...
[2025-12-30T20:33:59.299676] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-30T20:33:59.299707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-30T20:33:59.311994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-30T20:33:59.312327] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-30T20:33:59.313268] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-30T20:33:59.313320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:59.313352] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:59.313378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:59.313439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:59.369293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:59.370094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:59.370198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:59.370232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:59.484397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:59.484565] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:33:59.484623] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:59.484651] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:59.488020] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-30T20:33:59.488292] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-30T20:33:59.488413] [INFO ] [sig       ] USIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:59.629768] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USIO.txt
[2025-12-30T20:33:59.629978] [INFO ] [sig       ] [3286/3539] Completed USIO in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:59.630034] [INFO ] [sig       ] [3287/3539] Forecasting USLM...
[2025-12-30T20:33:59.630072] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-30T20:33:59.630108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-30T20:33:59.642622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-30T20:33:59.643002] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-30T20:33:59.643793] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-30T20:33:59.643845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:59.643876] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:59.643902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:59.643959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:33:59.701707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:33:59.702522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:33:59.702624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:33:59.702658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:33:59.816327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:33:59.816489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:33:59.816533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:33:59.816646] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:33:59.820271] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-30T20:33:59.820557] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-30T20:33:59.820706] [INFO ] [sig       ] USLM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:33:59.965826] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USLM.txt
[2025-12-30T20:33:59.966031] [INFO ] [sig       ] [3287/3539] Completed USLM in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-30T20:33:59.966102] [INFO ] [sig       ] [3288/3539] Forecasting USMC...
[2025-12-30T20:33:59.966153] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-30T20:33:59.966205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-30T20:33:59.977730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-30T20:33:59.978079] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-30T20:33:59.978900] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-30T20:33:59.978952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:33:59.978984] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:33:59.979011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:33:59.979067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:00.036462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:00.037390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:00.037479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:00.037513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:00.156709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:00.156881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:00.156931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:00.156970] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:00.160448] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-30T20:34:00.160774] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-30T20:34:00.160911] [INFO ] [sig       ] USMC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:00.309030] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/USMC.txt
[2025-12-30T20:34:00.309187] [INFO ] [sig       ] [3288/3539] Completed USMC in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-30T20:34:00.309228] [INFO ] [sig       ] [3289/3539] Forecasting USOI...
[2025-12-30T20:34:00.309259] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-30T20:34:00.309290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-30T20:34:00.321836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-30T20:34:00.322180] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-30T20:34:00.323024] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-30T20:34:00.323080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:00.323115] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:00.323144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:00.323216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:00.386922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:00.387865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:00.387997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:00.388032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:00.507650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:00.507786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:00.507828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:00.507858] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:00.511341] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-30T20:34:00.511683] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-30T20:34:00.511822] [INFO ] [sig       ] USOI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:00.657038] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USOI.txt
[2025-12-30T20:34:00.657197] [INFO ] [sig       ] [3289/3539] Completed USOI in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-30T20:34:00.657237] [INFO ] [sig       ] [3290/3539] Forecasting USOY...
[2025-12-30T20:34:00.657267] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-30T20:34:00.657299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-30T20:34:00.668722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-30T20:34:00.669058] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-30T20:34:00.669827] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-30T20:34:00.669879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:00.669915] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:00.669948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:00.670019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:00.729434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:00.730274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:00.730363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:00.730396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:00.848910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:00.849070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:00.849115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:00.849145] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:00.852518] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-30T20:34:00.852820] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-30T20:34:00.852954] [INFO ] [sig       ] USOY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:01.002020] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/USOY.txt
[2025-12-30T20:34:01.002179] [INFO ] [sig       ] [3290/3539] Completed USOY in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-30T20:34:01.002219] [INFO ] [sig       ] [3291/3539] Forecasting USTB...
[2025-12-30T20:34:01.002250] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-30T20:34:01.002281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-30T20:34:01.013836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-30T20:34:01.014171] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-30T20:34:01.014948] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-30T20:34:01.015000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:01.015032] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:01.015058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:01.015115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:01.074912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:01.075886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:01.075991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:01.076030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:01.191915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:01.192100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:01.192142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:01.192170] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:01.195529] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-30T20:34:01.195825] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-30T20:34:01.195949] [INFO ] [sig       ] USTB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:01.336315] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USTB.txt
[2025-12-30T20:34:01.336457] [INFO ] [sig       ] [3291/3539] Completed USTB in 0.3s | 2.89 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-30T20:34:01.336497] [INFO ] [sig       ] [3292/3539] Forecasting USVM...
[2025-12-30T20:34:01.336526] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-30T20:34:01.336556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-30T20:34:01.347748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-30T20:34:01.348068] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-30T20:34:01.348876] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-30T20:34:01.348928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:01.348959] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:01.348985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:01.349046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:01.405373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:01.406127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:01.406210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:01.406242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:01.529731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:01.529892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:01.529941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:01.529975] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:01.533561] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-30T20:34:01.533872] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-30T20:34:01.534006] [INFO ] [sig       ] USVM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:01.683727] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/USVM.txt
[2025-12-30T20:34:01.683876] [INFO ] [sig       ] [3292/3539] Completed USVM in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:01.683925] [INFO ] [sig       ] [3293/3539] Forecasting USXF...
[2025-12-30T20:34:01.683963] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-30T20:34:01.683995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-30T20:34:01.695284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-30T20:34:01.695626] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-30T20:34:01.696396] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-30T20:34:01.696449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:01.696483] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:01.696511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:01.696597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:01.757641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:01.758408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:01.758494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:01.758528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:01.880564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:01.880737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:01.880779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:01.880809] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:01.884254] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-30T20:34:01.884531] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-30T20:34:01.884676] [INFO ] [sig       ] USXF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:02.034623] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/USXF.txt
[2025-12-30T20:34:02.034791] [INFO ] [sig       ] [3293/3539] Completed USXF in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:02.034838] [INFO ] [sig       ] [3294/3539] Forecasting UTEN...
[2025-12-30T20:34:02.034868] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-30T20:34:02.034899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-30T20:34:02.046942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-30T20:34:02.047335] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-30T20:34:02.048152] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-30T20:34:02.048205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:02.048237] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:02.048265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:02.048324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:02.110919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:02.111873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:02.111999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:02.112037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:02.244735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:02.244902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:02.244944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:02.244974] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:02.248788] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-12-30T20:34:02.249182] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-30T20:34:02.249337] [INFO ] [sig       ] UTEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:02.405122] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UTEN.txt
[2025-12-30T20:34:02.405315] [INFO ] [sig       ] [3294/3539] Completed UTEN in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:02.405376] [INFO ] [sig       ] [3295/3539] Forecasting UTF...
[2025-12-30T20:34:02.405416] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-30T20:34:02.405451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-30T20:34:02.417466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-30T20:34:02.417885] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-30T20:34:02.418737] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-30T20:34:02.418807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:02.418841] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:02.418868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:02.418927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:02.482589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:02.483520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:02.483636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:02.483672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:02.610808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:02.610975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:02.611021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:02.611060] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:02.614426] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-30T20:34:02.614740] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-30T20:34:02.614873] [INFO ] [sig       ] UTF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:02.768899] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UTF.txt
[2025-12-30T20:34:02.769082] [INFO ] [sig       ] [3295/3539] Completed UTF in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:02.769137] [INFO ] [sig       ] [3296/3539] Forecasting UTI...
[2025-12-30T20:34:02.769181] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-30T20:34:02.769214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-30T20:34:02.781558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-30T20:34:02.782001] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-30T20:34:02.782859] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-30T20:34:02.782917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:02.782949] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:02.782976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:02.783034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:02.841365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:02.842304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:02.842402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:02.842436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:02.972564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:02.972744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:02.972786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:02.972815] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:02.976650] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-12-30T20:34:02.977045] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-30T20:34:02.977210] [INFO ] [sig       ] UTI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:03.135684] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UTI.txt
[2025-12-30T20:34:03.135869] [INFO ] [sig       ] [3296/3539] Completed UTI in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:03.135911] [INFO ] [sig       ] [3297/3539] Forecasting UTL...
[2025-12-30T20:34:03.135945] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-30T20:34:03.135983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-30T20:34:03.149214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-30T20:34:03.149663] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-30T20:34:03.150470] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-30T20:34:03.150526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:03.150558] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:03.150606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:03.150666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:03.217928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:03.218902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:03.218995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:03.219032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:03.346472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:03.346644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:03.346687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:03.346717] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:03.350487] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2025-12-30T20:34:03.350808] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-30T20:34:03.350941] [INFO ] [sig       ] UTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:03.498614] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UTL.txt
[2025-12-30T20:34:03.498867] [INFO ] [sig       ] [3297/3539] Completed UTL in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:03.498911] [INFO ] [sig       ] [3298/3539] Forecasting UTMD...
[2025-12-30T20:34:03.498943] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-30T20:34:03.498974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-30T20:34:03.510949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-30T20:34:03.511309] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-30T20:34:03.512124] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-30T20:34:03.512177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:03.512209] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:03.512237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:03.512296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:03.574560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:03.575481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:03.575589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:03.575626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:03.690029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:03.690213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:03.690262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:03.690293] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:03.693865] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-30T20:34:03.694198] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-30T20:34:03.694372] [INFO ] [sig       ] UTMD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:03.845101] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UTMD.txt
[2025-12-30T20:34:03.845255] [INFO ] [sig       ] [3298/3539] Completed UTMD in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:03.845304] [INFO ] [sig       ] [3299/3539] Forecasting UTZ...
[2025-12-30T20:34:03.845335] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-30T20:34:03.845374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-30T20:34:03.857813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-30T20:34:03.858179] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-30T20:34:03.859107] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-30T20:34:03.859163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:03.859208] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:03.859249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:03.859323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:03.922275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:03.923171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:03.923275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:03.923312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:04.047115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:04.047294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:04.047341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:04.047372] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:04.050989] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-30T20:34:04.051317] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-30T20:34:04.051449] [INFO ] [sig       ] UTZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:04.202594] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UTZ.txt
[2025-12-30T20:34:04.202760] [INFO ] [sig       ] [3299/3539] Completed UTZ in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:04.202807] [INFO ] [sig       ] [3300/3539] Forecasting UVE...
[2025-12-30T20:34:04.202838] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-30T20:34:04.202870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-30T20:34:04.214886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-30T20:34:04.215436] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-30T20:34:04.216300] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-30T20:34:04.216355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:04.216389] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:04.216417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:04.216475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:04.276005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:04.276866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:04.276952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:04.276988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:04.403780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:04.403951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:04.404006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:04.404063] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:04.407868] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-30T20:34:04.408166] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-30T20:34:04.408320] [INFO ] [sig       ] UVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:04.562564] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UVE.txt
[2025-12-30T20:34:04.562736] [INFO ] [sig       ] [3300/3539] Completed UVE in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:04.562797] [INFO ] [sig       ] [3301/3539] Forecasting UVSP...
[2025-12-30T20:34:04.562836] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-30T20:34:04.562868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-30T20:34:04.575434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-30T20:34:04.575793] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-30T20:34:04.576713] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-30T20:34:04.576768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:04.576826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:04.576857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:04.576940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:04.637731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:04.638559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:04.638663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:04.638712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:04.765647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:04.765805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:04.765849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:04.765878] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:04.769531] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-30T20:34:04.769836] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-30T20:34:04.769982] [INFO ] [sig       ] UVSP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:04.919478] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UVSP.txt
[2025-12-30T20:34:04.919660] [INFO ] [sig       ] [3301/3539] Completed UVSP in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:04.919710] [INFO ] [sig       ] [3302/3539] Forecasting UWMC...
[2025-12-30T20:34:04.919743] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-30T20:34:04.919775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-30T20:34:04.931705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-30T20:34:04.932033] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-30T20:34:04.932910] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-30T20:34:04.932974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:04.933020] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:04.933058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:04.933119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:04.993491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:04.994408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:04.994495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:04.994528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:05.122833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:05.122979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:05.123038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:05.123068] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:05.126536] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-30T20:34:05.126857] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-30T20:34:05.126991] [INFO ] [sig       ] UWMC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:05.278104] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UWMC.txt
[2025-12-30T20:34:05.278255] [INFO ] [sig       ] [3302/3539] Completed UWMC in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:05.278303] [INFO ] [sig       ] [3303/3539] Forecasting UXIN...
[2025-12-30T20:34:05.278334] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-30T20:34:05.278365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-30T20:34:05.290991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-30T20:34:05.291348] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-30T20:34:05.292208] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-30T20:34:05.292264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:05.292297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:05.292325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:05.292384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:05.352840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:05.353690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:05.353777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:05.353810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:05.475311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:05.475470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:05.475512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:05.475542] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:05.479331] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-30T20:34:05.479660] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-30T20:34:05.479826] [INFO ] [sig       ] UXIN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:05.629042] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/UXIN.txt
[2025-12-30T20:34:05.629212] [INFO ] [sig       ] [3303/3539] Completed UXIN in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:05.629254] [INFO ] [sig       ] [3304/3539] Forecasting UYLD...
[2025-12-30T20:34:05.629284] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-30T20:34:05.629318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-30T20:34:05.641347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-30T20:34:05.641722] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-30T20:34:05.642523] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-30T20:34:05.642597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:05.642631] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:05.642658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:05.642716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:05.702744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:05.703561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:05.703685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:05.703719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:05.819448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:05.819625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:05.819669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:05.819730] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:05.823277] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-30T20:34:05.823615] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-30T20:34:05.823751] [INFO ] [sig       ] UYLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:05.976170] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UYLD.txt
[2025-12-30T20:34:05.976336] [INFO ] [sig       ] [3304/3539] Completed UYLD in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-30T20:34:05.976378] [INFO ] [sig       ] [3305/3539] Forecasting UZE...
[2025-12-30T20:34:05.976410] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-30T20:34:05.976442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-30T20:34:05.988180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-30T20:34:05.988496] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-30T20:34:05.989340] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-30T20:34:05.989394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:05.989426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:05.989453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:05.989512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:06.049350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:06.050153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:06.050240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:06.050274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:06.165484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:06.165659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:06.165703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:06.165742] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:06.169286] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-30T20:34:06.169616] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-30T20:34:06.169748] [INFO ] [sig       ] UZE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:06.316815] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/UZE.txt
[2025-12-30T20:34:06.316973] [INFO ] [sig       ] [3305/3539] Completed UZE in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-30T20:34:06.317030] [INFO ] [sig       ] [3306/3539] Forecasting VAC...
[2025-12-30T20:34:06.317066] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-30T20:34:06.317104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-30T20:34:06.329715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-30T20:34:06.330066] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-30T20:34:06.330873] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-30T20:34:06.330927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:06.330972] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:06.331000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:06.331072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:06.392415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:06.393497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:06.393607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:06.393643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:06.519202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:06.519368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:06.519412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:06.519443] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:06.522956] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-30T20:34:06.523254] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-30T20:34:06.523391] [INFO ] [sig       ] VAC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:06.666898] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VAC.txt
[2025-12-30T20:34:06.667032] [INFO ] [sig       ] [3306/3539] Completed VAC in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-30T20:34:06.667071] [INFO ] [sig       ] [3307/3539] Forecasting VAL...
[2025-12-30T20:34:06.667101] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-30T20:34:06.667134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-30T20:34:06.678424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-30T20:34:06.678750] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-30T20:34:06.679556] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-30T20:34:06.679638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:06.679671] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:06.679697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:06.679755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:06.740977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:06.741794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:06.741878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:06.741911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:06.860812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:06.860962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:06.861001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:06.861029] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:06.864354] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-30T20:34:06.864665] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-30T20:34:06.864789] [INFO ] [sig       ] VAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:07.005334] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VAL.txt
[2025-12-30T20:34:07.005486] [INFO ] [sig       ] [3307/3539] Completed VAL in 0.3s | 2.89 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-30T20:34:07.005525] [INFO ] [sig       ] [3308/3539] Forecasting VALE...
[2025-12-30T20:34:07.005555] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-30T20:34:07.005605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-30T20:34:07.018202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-30T20:34:07.018595] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-30T20:34:07.019518] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-30T20:34:07.019598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:07.019641] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:07.019670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:07.019730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:07.080954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:07.082020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:07.082143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:07.082190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:07.226055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:07.226218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:07.226260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:07.226288] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:07.229738] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-30T20:34:07.230023] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-30T20:34:07.230151] [INFO ] [sig       ] VALE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:07.375674] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VALE.txt
[2025-12-30T20:34:07.375847] [INFO ] [sig       ] [3308/3539] Completed VALE in 0.4s | 2.89 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-30T20:34:07.375890] [INFO ] [sig       ] [3309/3539] Forecasting VALN...
[2025-12-30T20:34:07.375922] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-30T20:34:07.375953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-30T20:34:07.387516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-30T20:34:07.387889] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-30T20:34:07.388729] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-30T20:34:07.388786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:07.388818] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:07.388844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:07.388902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:07.446925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:07.447677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:07.447762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:07.447795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:07.559934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:07.560083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:07.560131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:07.560165] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:07.563463] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-30T20:34:07.563749] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-30T20:34:07.563873] [INFO ] [sig       ] VALN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:07.704557] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VALN.txt
[2025-12-30T20:34:07.704700] [INFO ] [sig       ] [3309/3539] Completed VALN in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:07.704739] [INFO ] [sig       ] [3310/3539] Forecasting VANI...
[2025-12-30T20:34:07.704775] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-30T20:34:07.704806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-30T20:34:07.716418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-30T20:34:07.716698] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-30T20:34:07.717490] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-30T20:34:07.717543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:07.717595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:07.717625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:07.717682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:07.775139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:07.775853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:07.775952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:07.775985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:07.899646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:07.899798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:07.899838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:07.899866] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:07.903155] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-30T20:34:07.903422] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-30T20:34:07.903541] [INFO ] [sig       ] VANI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:08.046529] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VANI.txt
[2025-12-30T20:34:08.046717] [INFO ] [sig       ] [3310/3539] Completed VANI in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:08.046759] [INFO ] [sig       ] [3311/3539] Forecasting VBF...
[2025-12-30T20:34:08.046789] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-30T20:34:08.046819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-30T20:34:08.058731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-30T20:34:08.059088] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-30T20:34:08.059903] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-30T20:34:08.059955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:08.059986] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:08.060015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:08.060072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:08.118191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:08.119153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:08.119275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:08.119310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:08.246503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:08.246687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:08.246730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:08.246758] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:08.250267] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-30T20:34:08.250603] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-30T20:34:08.250741] [INFO ] [sig       ] VBF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:08.395550] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VBF.txt
[2025-12-30T20:34:08.395711] [INFO ] [sig       ] [3311/3539] Completed VBF in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:08.395751] [INFO ] [sig       ] [3312/3539] Forecasting VBNK...
[2025-12-30T20:34:08.395779] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-30T20:34:08.395810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-30T20:34:08.407253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-30T20:34:08.407603] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-30T20:34:08.408365] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-30T20:34:08.408417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:08.408448] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:08.408475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:08.408532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:08.465672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:08.466503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:08.466608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:08.466644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:08.585092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:08.585254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:08.585294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:08.585323] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:08.588670] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-30T20:34:08.588957] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-30T20:34:08.589081] [INFO ] [sig       ] VBNK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:08.729917] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VBNK.txt
[2025-12-30T20:34:08.730056] [INFO ] [sig       ] [3312/3539] Completed VBNK in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:08.730097] [INFO ] [sig       ] [3313/3539] Forecasting VC...
[2025-12-30T20:34:08.730125] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-30T20:34:08.730156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-30T20:34:08.741513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-30T20:34:08.741807] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-30T20:34:08.742602] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-30T20:34:08.742655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:08.742687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:08.742716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:08.742775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:08.804346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:08.805179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:08.805263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:08.805296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:08.927120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:08.927273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:08.927313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:08.927394] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:08.930751] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-30T20:34:08.931016] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-30T20:34:08.931134] [INFO ] [sig       ] VC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:09.070832] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VC.txt
[2025-12-30T20:34:09.070971] [INFO ] [sig       ] [3313/3539] Completed VC in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:09.071011] [INFO ] [sig       ] [3314/3539] Forecasting VCEL...
[2025-12-30T20:34:09.071038] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-30T20:34:09.071068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-30T20:34:09.082805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-30T20:34:09.083094] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-30T20:34:09.083862] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-30T20:34:09.083913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:09.083944] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:09.083971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:09.084028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:09.141122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:09.142066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:09.142156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:09.142190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:09.265535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:09.265718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:09.265760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:09.265788] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:09.269180] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-30T20:34:09.269453] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-30T20:34:09.269601] [INFO ] [sig       ] VCEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:09.411455] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VCEL.txt
[2025-12-30T20:34:09.411657] [INFO ] [sig       ] [3314/3539] Completed VCEL in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:09.411700] [INFO ] [sig       ] [3315/3539] Forecasting VCRB...
[2025-12-30T20:34:09.411731] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-30T20:34:09.411763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-30T20:34:09.422775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-30T20:34:09.423137] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-30T20:34:09.423915] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-30T20:34:09.423967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:09.423999] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:09.424027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:09.424084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:09.484222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:09.485156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:09.485238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:09.485271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:09.601490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:09.601666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:09.601708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:09.601736] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:09.605018] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-30T20:34:09.605284] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-30T20:34:09.605403] [INFO ] [sig       ] VCRB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:09.746211] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VCRB.txt
[2025-12-30T20:34:09.746349] [INFO ] [sig       ] [3315/3539] Completed VCRB in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:09.746388] [INFO ] [sig       ] [3316/3539] Forecasting VCSH...
[2025-12-30T20:34:09.746419] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-30T20:34:09.746449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-30T20:34:09.758242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-30T20:34:09.758564] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-30T20:34:09.759364] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-30T20:34:09.759416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:09.759447] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:09.759474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:09.759532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:09.816229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:09.816896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:09.816977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:09.817009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:09.937101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:09.937262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:09.937304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:09.937332] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:09.940696] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-30T20:34:09.940969] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-30T20:34:09.941091] [INFO ] [sig       ] VCSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:10.082882] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VCSH.txt
[2025-12-30T20:34:10.083019] [INFO ] [sig       ] [3316/3539] Completed VCSH in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:10.083057] [INFO ] [sig       ] [3317/3539] Forecasting VECO...
[2025-12-30T20:34:10.083085] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-30T20:34:10.083115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-30T20:34:10.094286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-30T20:34:10.094549] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-30T20:34:10.095305] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-30T20:34:10.095357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:10.095388] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:10.095415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:10.095482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:10.153357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:10.154039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:10.154119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:10.154151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:10.272696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:10.272870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:10.272917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:10.272946] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:10.276344] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-30T20:34:10.276636] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-30T20:34:10.276754] [INFO ] [sig       ] VECO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:10.417767] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VECO.txt
[2025-12-30T20:34:10.417927] [INFO ] [sig       ] [3317/3539] Completed VECO in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:10.417968] [INFO ] [sig       ] [3318/3539] Forecasting VEEE...
[2025-12-30T20:34:10.417998] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-30T20:34:10.418028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-30T20:34:10.429328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-30T20:34:10.429656] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-30T20:34:10.430408] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-30T20:34:10.430459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:10.430515] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:10.430543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:10.430621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:10.487725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:10.488590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:10.488675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:10.488723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:10.610012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:10.610169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:10.610208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:10.610236] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:10.613530] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-30T20:34:10.613819] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-30T20:34:10.613939] [INFO ] [sig       ] VEEE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:10.753301] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VEEE.txt
[2025-12-30T20:34:10.753424] [INFO ] [sig       ] [3318/3539] Completed VEEE in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:10.753462] [INFO ] [sig       ] [3319/3539] Forecasting VEL...
[2025-12-30T20:34:10.753491] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-30T20:34:10.753522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-30T20:34:10.764532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-30T20:34:10.764797] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-30T20:34:10.765532] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-30T20:34:10.765611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:10.765645] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:10.765672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:10.765729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:10.822538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:10.823364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:10.823448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:10.823481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:10.940843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:10.941001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:10.941043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:10.941071] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:10.944375] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-30T20:34:10.944661] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-30T20:34:10.944784] [INFO ] [sig       ] VEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:11.088194] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VEL.txt
[2025-12-30T20:34:11.088356] [INFO ] [sig       ] [3319/3539] Completed VEL in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:11.088399] [INFO ] [sig       ] [3320/3539] Forecasting VEON...
[2025-12-30T20:34:11.088429] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-30T20:34:11.088459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-30T20:34:11.099476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-30T20:34:11.099773] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-30T20:34:11.100521] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-30T20:34:11.100589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:11.100623] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:11.100650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:11.100707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:11.157440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:11.158128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:11.158206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:11.158239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:11.276813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:11.276961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:11.277000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:11.277027] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:11.280323] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-30T20:34:11.280606] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-30T20:34:11.280728] [INFO ] [sig       ] VEON: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:11.421327] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VEON.txt
[2025-12-30T20:34:11.421485] [INFO ] [sig       ] [3320/3539] Completed VEON in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:11.421525] [INFO ] [sig       ] [3321/3539] Forecasting VERA...
[2025-12-30T20:34:11.421554] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-30T20:34:11.421604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-30T20:34:11.433255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-30T20:34:11.433597] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-30T20:34:11.434343] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-30T20:34:11.434394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:11.434425] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:11.434451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:11.434509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:11.491424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:11.492406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:11.492494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:11.492526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:11.606345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:11.606501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:11.606541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:11.606617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:11.609942] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=45.48%)
[2025-12-30T20:34:11.610209] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-30T20:34:11.610329] [INFO ] [sig       ] VERA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:11.754537] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VERA.txt
[2025-12-30T20:34:11.754682] [INFO ] [sig       ] [3321/3539] Completed VERA in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-30T20:34:11.754722] [INFO ] [sig       ] [3322/3539] Forecasting VERI...
[2025-12-30T20:34:11.754751] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-30T20:34:11.754781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-30T20:34:11.765943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-30T20:34:11.766213] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-30T20:34:11.766991] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-30T20:34:11.767044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:11.767075] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:11.767102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:11.767159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:11.825004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:11.825867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:11.825953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:11.825985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:11.941988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:11.942145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:11.942185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:11.942214] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:11.945533] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-30T20:34:11.945816] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-30T20:34:11.945937] [INFO ] [sig       ] VERI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:12.085638] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VERI.txt
[2025-12-30T20:34:12.085766] [INFO ] [sig       ] [3322/3539] Completed VERI in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-30T20:34:12.085804] [INFO ] [sig       ] [3323/3539] Forecasting VERO...
[2025-12-30T20:34:12.085833] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-30T20:34:12.085863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-30T20:34:12.176867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-30T20:34:12.177198] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-30T20:34:12.177964] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-30T20:34:12.178016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:12.178048] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:12.178074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:12.178133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:12.236198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:12.237038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:12.237122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:12.237155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:12.353625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:12.353781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:12.353822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:12.353851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:12.357210] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-30T20:34:12.357504] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-30T20:34:12.357653] [INFO ] [sig       ] VERO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:12.500998] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VERO.txt
[2025-12-30T20:34:12.501142] [INFO ] [sig       ] [3323/3539] Completed VERO in 0.4s | 2.89 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-30T20:34:12.501182] [INFO ] [sig       ] [3324/3539] Forecasting VERX...
[2025-12-30T20:34:12.501210] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-30T20:34:12.501244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-30T20:34:12.512918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-30T20:34:12.513177] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-30T20:34:12.513952] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-30T20:34:12.514005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:12.514036] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:12.514063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:12.514120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:12.571198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:12.572041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:12.572127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:12.572159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:12.690642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:12.690800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:12.690839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:12.690868] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:12.694229] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-30T20:34:12.694497] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-30T20:34:12.694638] [INFO ] [sig       ] VERX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:12.840283] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VERX.txt
[2025-12-30T20:34:12.840444] [INFO ] [sig       ] [3324/3539] Completed VERX in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-30T20:34:12.840485] [INFO ] [sig       ] [3325/3539] Forecasting VFC...
[2025-12-30T20:34:12.840514] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-30T20:34:12.840545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-30T20:34:12.852060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-30T20:34:12.852407] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-30T20:34:12.853186] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-30T20:34:12.853237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:12.853268] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:12.853295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:12.853352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:12.910380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:12.911209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:12.911295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:12.911329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:13.028642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:13.028823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:13.028864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:13.028892] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:13.032615] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-30T20:34:13.032910] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-30T20:34:13.033039] [INFO ] [sig       ] VFC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:13.174058] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VFC.txt
[2025-12-30T20:34:13.174215] [INFO ] [sig       ] [3325/3539] Completed VFC in 0.3s | 2.89 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-30T20:34:13.174257] [INFO ] [sig       ] [3326/3539] Forecasting VFF...
[2025-12-30T20:34:13.174286] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-30T20:34:13.174316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-30T20:34:13.185985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-30T20:34:13.186334] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-30T20:34:13.187110] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-30T20:34:13.187161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:13.187192] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:13.187218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:13.187275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:13.246976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:13.247885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:13.247967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:13.247999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:13.363854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:13.364024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:13.364066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:13.364093] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:13.367438] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-30T20:34:13.367726] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-30T20:34:13.367847] [INFO ] [sig       ] VFF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:13.508019] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VFF.txt
[2025-12-30T20:34:13.508173] [INFO ] [sig       ] [3326/3539] Completed VFF in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:13.508213] [INFO ] [sig       ] [3327/3539] Forecasting VFLO...
[2025-12-30T20:34:13.508242] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-30T20:34:13.508272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-30T20:34:13.519334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-30T20:34:13.519647] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-30T20:34:13.520386] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-30T20:34:13.520438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:13.520468] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:13.520495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:13.520551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:13.577610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:13.578189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:13.578267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:13.578299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:13.701454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:13.701628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:13.701671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:13.701699] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:13.705015] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-30T20:34:13.705277] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-30T20:34:13.705399] [INFO ] [sig       ] VFLO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:13.846511] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VFLO.txt
[2025-12-30T20:34:13.846695] [INFO ] [sig       ] [3327/3539] Completed VFLO in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:13.846738] [INFO ] [sig       ] [3328/3539] Forecasting VFS...
[2025-12-30T20:34:13.846767] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-30T20:34:13.846798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-30T20:34:13.858358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-30T20:34:13.858784] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-30T20:34:13.859539] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-30T20:34:13.859610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:13.859643] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:13.859670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:13.859727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:13.917123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:13.917968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:13.918079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:13.918111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:14.040910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:14.041089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:14.041130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:14.041159] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:14.044532] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-30T20:34:14.044815] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-30T20:34:14.044950] [INFO ] [sig       ] VFS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:14.186362] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VFS.txt
[2025-12-30T20:34:14.186487] [INFO ] [sig       ] [3328/3539] Completed VFS in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:14.186533] [INFO ] [sig       ] [3329/3539] Forecasting VGI...
[2025-12-30T20:34:14.186565] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-30T20:34:14.186613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-30T20:34:14.197425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-30T20:34:14.197707] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-30T20:34:14.198447] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-30T20:34:14.198499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:14.198530] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:14.198555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:14.198637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:14.259265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:14.260129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:14.260216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:14.260249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:14.371068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:14.371224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:14.371266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:14.371294] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:14.374621] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-30T20:34:14.374897] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-30T20:34:14.375020] [INFO ] [sig       ] VGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:14.518183] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VGI.txt
[2025-12-30T20:34:14.518335] [INFO ] [sig       ] [3329/3539] Completed VGI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:14.518375] [INFO ] [sig       ] [3330/3539] Forecasting VGM...
[2025-12-30T20:34:14.518404] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-30T20:34:14.518435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-30T20:34:14.529236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-30T20:34:14.529525] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-30T20:34:14.530288] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-30T20:34:14.530343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:14.530387] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:14.530414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:14.530471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:14.587479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:14.588120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:14.588197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:14.588229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:14.707619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:14.707827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:14.707874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:14.707903] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:14.711377] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-12-30T20:34:14.711668] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-30T20:34:14.711788] [INFO ] [sig       ] VGM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:14.853813] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VGM.txt
[2025-12-30T20:34:14.853969] [INFO ] [sig       ] [3330/3539] Completed VGM in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:14.854008] [INFO ] [sig       ] [3331/3539] Forecasting VGSH...
[2025-12-30T20:34:14.854038] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-30T20:34:14.854067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-30T20:34:14.866281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-30T20:34:14.866693] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-30T20:34:14.867491] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-30T20:34:14.867547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:14.867598] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:14.867627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:14.867686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:14.924678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:14.925554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:14.925663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:14.925697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:15.052778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:15.052936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:15.052975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:15.053004] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:15.056452] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-30T20:34:15.056781] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-30T20:34:15.056913] [INFO ] [sig       ] VGSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:15.201011] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VGSH.txt
[2025-12-30T20:34:15.201197] [INFO ] [sig       ] [3331/3539] Completed VGSH in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:15.201237] [INFO ] [sig       ] [3332/3539] Forecasting VICI...
[2025-12-30T20:34:15.201266] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-30T20:34:15.201298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-30T20:34:15.212602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-30T20:34:15.212968] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-30T20:34:15.213750] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-30T20:34:15.213801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:15.213834] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:15.213860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:15.213917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:15.270853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:15.271686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:15.271771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:15.271803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:15.392693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:15.392858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:15.392899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:15.392927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:15.396313] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-30T20:34:15.396631] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-30T20:34:15.396762] [INFO ] [sig       ] VICI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:15.539558] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VICI.txt
[2025-12-30T20:34:15.539727] [INFO ] [sig       ] [3332/3539] Completed VICI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:15.539767] [INFO ] [sig       ] [3333/3539] Forecasting VIGI...
[2025-12-30T20:34:15.539796] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-30T20:34:15.539827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-30T20:34:15.550782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-30T20:34:15.551114] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-30T20:34:15.551922] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-30T20:34:15.551975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:15.552006] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:15.552033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:15.552090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:15.609268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:15.610135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:15.610223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:15.610255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:15.726170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:15.726331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:15.726373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:15.726401] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:15.729773] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2025-12-30T20:34:15.730041] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-30T20:34:15.730164] [INFO ] [sig       ] VIGI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:15.874106] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VIGI.txt
[2025-12-30T20:34:15.874264] [INFO ] [sig       ] [3333/3539] Completed VIGI in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:15.874312] [INFO ] [sig       ] [3334/3539] Forecasting VINP...
[2025-12-30T20:34:15.874346] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-30T20:34:15.874378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-30T20:34:15.885467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-30T20:34:15.885784] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-30T20:34:15.886532] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-30T20:34:15.886606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:15.886640] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:15.886667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:15.886724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:15.945432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:15.946334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:15.946421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:15.946453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:16.063333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:16.063494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:16.063534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:16.063564] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:16.066945] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-30T20:34:16.067249] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-30T20:34:16.067379] [INFO ] [sig       ] VINP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:16.209503] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VINP.txt
[2025-12-30T20:34:16.209678] [INFO ] [sig       ] [3334/3539] Completed VINP in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:16.209722] [INFO ] [sig       ] [3335/3539] Forecasting VIPS...
[2025-12-30T20:34:16.209752] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-30T20:34:16.209782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-30T20:34:16.221399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-30T20:34:16.221785] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-30T20:34:16.222547] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-30T20:34:16.222622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:16.222679] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:16.222708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:16.222765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:16.279851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:16.280649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:16.280732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:16.280764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:16.403378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:16.403534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:16.403596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:16.403627] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:16.406990] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-30T20:34:16.407285] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-30T20:34:16.407427] [INFO ] [sig       ] VIPS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:16.549718] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VIPS.txt
[2025-12-30T20:34:16.549850] [INFO ] [sig       ] [3335/3539] Completed VIPS in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:16.549890] [INFO ] [sig       ] [3336/3539] Forecasting VIRC...
[2025-12-30T20:34:16.549918] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-30T20:34:16.549948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-30T20:34:16.561862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-30T20:34:16.562130] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-30T20:34:16.562897] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-30T20:34:16.562949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:16.562980] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:16.563007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:16.563063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:16.620599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:16.621457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:16.621544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:16.621627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:16.741495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:16.741676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:16.741719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:16.741748] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:16.745177] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-30T20:34:16.745514] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-30T20:34:16.745660] [INFO ] [sig       ] VIRC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:16.888460] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VIRC.txt
[2025-12-30T20:34:16.888632] [INFO ] [sig       ] [3336/3539] Completed VIRC in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:16.888676] [INFO ] [sig       ] [3337/3539] Forecasting VITL...
[2025-12-30T20:34:16.888720] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-30T20:34:16.888751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-30T20:34:16.901466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-30T20:34:16.901821] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-30T20:34:16.902609] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-30T20:34:16.902662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:16.902694] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:16.902721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:16.902779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:16.961940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:16.962894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:16.962983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:16.963016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:17.085066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:17.085241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:17.085305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:17.085339] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:17.088910] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-30T20:34:17.089229] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-30T20:34:17.089366] [INFO ] [sig       ] VITL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:17.238628] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VITL.txt
[2025-12-30T20:34:17.238821] [INFO ] [sig       ] [3337/3539] Completed VITL in 0.4s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:17.238864] [INFO ] [sig       ] [3338/3539] Forecasting VKQ...
[2025-12-30T20:34:17.238893] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-30T20:34:17.238925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-30T20:34:17.251780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-30T20:34:17.252170] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-30T20:34:17.253058] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-30T20:34:17.253114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:17.253147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:17.253173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:17.253246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:17.321154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:17.322062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:17.322153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:17.322187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:17.449309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:17.449471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:17.449515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:17.449598] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:17.453096] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-30T20:34:17.453380] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-30T20:34:17.453507] [INFO ] [sig       ] VKQ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:17.605980] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VKQ.txt
[2025-12-30T20:34:17.606121] [INFO ] [sig       ] [3338/3539] Completed VKQ in 0.4s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:17.606161] [INFO ] [sig       ] [3339/3539] Forecasting VKTX...
[2025-12-30T20:34:17.606191] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-30T20:34:17.606220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-30T20:34:17.618362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-30T20:34:17.618686] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-30T20:34:17.619516] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-30T20:34:17.619569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:17.619620] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:17.619647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:17.619705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:17.678966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:17.679788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:17.679892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:17.679927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:17.797995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:17.798158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:17.798198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:17.798226] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:17.801709] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-30T20:34:17.802007] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-30T20:34:17.802144] [INFO ] [sig       ] VKTX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:17.951525] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VKTX.txt
[2025-12-30T20:34:17.951679] [INFO ] [sig       ] [3339/3539] Completed VKTX in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-30T20:34:17.951720] [INFO ] [sig       ] [3340/3539] Forecasting VLGEA...
[2025-12-30T20:34:17.951748] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-30T20:34:17.951779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-30T20:34:17.964508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-30T20:34:17.964969] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-30T20:34:17.965772] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-30T20:34:17.965825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:17.965856] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:17.965882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:17.965939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:18.030083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:18.031130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:18.031226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:18.031265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:18.159102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:18.159270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:18.159317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:18.159347] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:18.163036] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-30T20:34:18.163361] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-30T20:34:18.163504] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:18.316716] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VLGEA.txt
[2025-12-30T20:34:18.316867] [INFO ] [sig       ] [3340/3539] Completed VLGEA in 0.4s | 2.89 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-30T20:34:18.316910] [INFO ] [sig       ] [3341/3539] Forecasting VLN...
[2025-12-30T20:34:18.316942] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-30T20:34:18.316976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-30T20:34:18.330301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-30T20:34:18.330670] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-30T20:34:18.331556] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-30T20:34:18.331645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:18.331696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:18.331726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:18.331785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:18.394102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:18.395038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:18.395130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:18.395164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:18.523269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:18.523451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:18.523496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:18.523527] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:18.527183] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-30T20:34:18.527506] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-30T20:34:18.527662] [INFO ] [sig       ] VLN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:18.682791] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VLN.txt
[2025-12-30T20:34:18.682965] [INFO ] [sig       ] [3341/3539] Completed VLN in 0.4s | 2.89 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-30T20:34:18.683006] [INFO ] [sig       ] [3342/3539] Forecasting VLO...
[2025-12-30T20:34:18.683037] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-30T20:34:18.683069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-30T20:34:18.695946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-30T20:34:18.696319] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-30T20:34:18.697138] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-30T20:34:18.697193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:18.697226] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:18.697254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:18.697313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:18.759395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:18.760261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:18.760349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:18.760385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:18.892208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:18.892376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:18.892429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:18.892465] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:18.896142] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-30T20:34:18.896438] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-30T20:34:18.896590] [INFO ] [sig       ] VLO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:19.049666] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VLO.txt
[2025-12-30T20:34:19.049948] [INFO ] [sig       ] [3342/3539] Completed VLO in 0.4s | 2.89 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-30T20:34:19.049991] [INFO ] [sig       ] [3343/3539] Forecasting VLRS...
[2025-12-30T20:34:19.050021] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-30T20:34:19.050052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-30T20:34:19.061348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-30T20:34:19.061678] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-30T20:34:19.062451] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-30T20:34:19.062503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:19.062534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:19.062560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:19.062638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:19.118323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:19.119008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:19.119088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:19.119120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:19.237538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:19.237710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:19.237752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:19.237780] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:19.241595] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-30T20:34:19.241909] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-30T20:34:19.242049] [INFO ] [sig       ] VLRS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:19.383332] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VLRS.txt
[2025-12-30T20:34:19.383459] [INFO ] [sig       ] [3343/3539] Completed VLRS in 0.3s | 2.89 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-30T20:34:19.383506] [INFO ] [sig       ] [3344/3539] Forecasting VLTO...
[2025-12-30T20:34:19.383536] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-30T20:34:19.383567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-30T20:34:19.395655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-30T20:34:19.395945] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-30T20:34:19.396746] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-30T20:34:19.396797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:19.396827] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:19.396853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:19.396911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:19.453072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:19.453892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:19.453985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:19.454017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:19.575279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:19.575425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:19.575465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:19.575492] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:19.578807] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-30T20:34:19.579078] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-30T20:34:19.579203] [INFO ] [sig       ] VLTO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:19.718716] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VLTO.txt
[2025-12-30T20:34:19.718895] [INFO ] [sig       ] [3344/3539] Completed VLTO in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:19.718937] [INFO ] [sig       ] [3345/3539] Forecasting VLY...
[2025-12-30T20:34:19.718973] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-30T20:34:19.719005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-30T20:34:19.730426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-30T20:34:19.730816] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-30T20:34:19.731680] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-30T20:34:19.731735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:19.731767] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:19.731796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:19.731855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:19.788945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:19.789864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:19.789984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:19.790018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:19.910857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:19.911015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:19.911057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:19.911087] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:19.914439] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-30T20:34:19.914730] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-30T20:34:19.914853] [INFO ] [sig       ] VLY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:20.061435] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VLY.txt
[2025-12-30T20:34:20.061614] [INFO ] [sig       ] [3345/3539] Completed VLY in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:20.061656] [INFO ] [sig       ] [3346/3539] Forecasting VMBS...
[2025-12-30T20:34:20.061689] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-30T20:34:20.061719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-30T20:34:20.073831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-30T20:34:20.074140] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-30T20:34:20.074939] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-30T20:34:20.074992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:20.075023] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:20.075051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:20.075109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:20.133159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:20.134043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:20.134143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:20.134177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:20.254527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:20.254687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:20.254727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:20.254755] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:20.258074] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-30T20:34:20.258341] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-30T20:34:20.258462] [INFO ] [sig       ] VMBS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:20.400468] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VMBS.txt
[2025-12-30T20:34:20.400631] [INFO ] [sig       ] [3346/3539] Completed VMBS in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:20.400672] [INFO ] [sig       ] [3347/3539] Forecasting VMD...
[2025-12-30T20:34:20.400703] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-30T20:34:20.400733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-30T20:34:20.411893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-30T20:34:20.412163] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-30T20:34:20.412954] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-30T20:34:20.413004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:20.413035] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:20.413062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:20.413119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:20.471434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:20.472238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:20.472323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:20.472357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:20.589072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:20.589229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:20.589269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:20.589298] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:20.592601] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-30T20:34:20.592869] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-30T20:34:20.592990] [INFO ] [sig       ] VMD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:20.738805] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VMD.txt
[2025-12-30T20:34:20.738956] [INFO ] [sig       ] [3347/3539] Completed VMD in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:20.738998] [INFO ] [sig       ] [3348/3539] Forecasting VMI...
[2025-12-30T20:34:20.739027] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-30T20:34:20.739057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-30T20:34:20.751481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-30T20:34:20.751996] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-30T20:34:20.753026] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-30T20:34:20.753090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:20.753132] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:20.753168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:20.753229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:20.810322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:20.811083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:20.811185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:20.811220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:20.934236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:20.934388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:20.934428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:20.934474] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:20.937762] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-12-30T20:34:20.938026] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-30T20:34:20.938146] [INFO ] [sig       ] VMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:21.079659] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VMI.txt
[2025-12-30T20:34:21.079849] [INFO ] [sig       ] [3348/3539] Completed VMI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:21.079893] [INFO ] [sig       ] [3349/3539] Forecasting VMO...
[2025-12-30T20:34:21.079924] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-30T20:34:21.079955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-30T20:34:21.091409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-30T20:34:21.091792] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-30T20:34:21.092595] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-30T20:34:21.092650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:21.092683] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:21.092711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:21.092770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:21.151417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:21.152293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:21.152382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:21.152416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:21.274445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:21.274622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:21.274665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:21.274694] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:21.277977] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-30T20:34:21.278239] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-30T20:34:21.278356] [INFO ] [sig       ] VMO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:21.421732] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VMO.txt
[2025-12-30T20:34:21.421863] [INFO ] [sig       ] [3349/3539] Completed VMO in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:21.421903] [INFO ] [sig       ] [3350/3539] Forecasting VNDA...
[2025-12-30T20:34:21.421932] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-30T20:34:21.421962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-30T20:34:21.432813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-30T20:34:21.433093] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-30T20:34:21.433867] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-30T20:34:21.433919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:21.433950] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:21.433976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:21.434033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:21.490255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:21.490979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:21.491079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:21.491128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:21.610378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:21.610532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:21.610589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:21.610620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:21.613926] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-30T20:34:21.614190] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-30T20:34:21.614310] [INFO ] [sig       ] VNDA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:21.757736] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VNDA.txt
[2025-12-30T20:34:21.757890] [INFO ] [sig       ] [3350/3539] Completed VNDA in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:21.757930] [INFO ] [sig       ] [3351/3539] Forecasting VNO...
[2025-12-30T20:34:21.757960] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-30T20:34:21.757990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-30T20:34:21.769655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-30T20:34:21.770006] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-30T20:34:21.770808] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-30T20:34:21.770861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:21.770892] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:21.770918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:21.770975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:21.836619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:21.837549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:21.837664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:21.837698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:21.964316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:21.964478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:21.964520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:21.964551] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:21.967991] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-30T20:34:21.968274] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-30T20:34:21.968406] [INFO ] [sig       ] VNO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:22.113472] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VNO.txt
[2025-12-30T20:34:22.113650] [INFO ] [sig       ] [3351/3539] Completed VNO in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:22.113700] [INFO ] [sig       ] [3352/3539] Forecasting VNOM...
[2025-12-30T20:34:22.113730] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-30T20:34:22.113761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-30T20:34:22.125112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-30T20:34:22.125421] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-30T20:34:22.126197] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-30T20:34:22.126249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:22.126337] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:22.126365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:22.126434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:22.182529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:22.183180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:22.183279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:22.183313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:22.303558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:22.303734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:22.303773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:22.303801] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:22.307123] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-30T20:34:22.307391] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-30T20:34:22.307517] [INFO ] [sig       ] VNOM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:22.446663] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VNOM.txt
[2025-12-30T20:34:22.446801] [INFO ] [sig       ] [3352/3539] Completed VNOM in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:22.446841] [INFO ] [sig       ] [3353/3539] Forecasting VNQI...
[2025-12-30T20:34:22.446870] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-30T20:34:22.446899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-30T20:34:22.458255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-30T20:34:22.458566] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-30T20:34:22.459369] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-30T20:34:22.459420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:22.459450] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:22.459475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:22.459531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:22.518183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:22.519103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:22.519196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:22.519230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:22.639723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:22.639889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:22.639935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:22.639972] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:22.643477] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-30T20:34:22.643779] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-30T20:34:22.643906] [INFO ] [sig       ] VNQI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:22.790932] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VNQI.txt
[2025-12-30T20:34:22.791096] [INFO ] [sig       ] [3353/3539] Completed VNQI in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:22.791138] [INFO ] [sig       ] [3354/3539] Forecasting VOC...
[2025-12-30T20:34:22.791168] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-30T20:34:22.791199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-30T20:34:22.802539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-30T20:34:22.802934] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-30T20:34:22.803749] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-30T20:34:22.803818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:22.803853] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:22.803881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:22.803941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:22.867025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:22.868027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:22.868174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:22.868212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:22.988614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:22.988802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:22.988842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:22.988871] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:22.992372] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-30T20:34:22.992717] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-30T20:34:22.992854] [INFO ] [sig       ] VOC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:23.136443] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VOC.txt
[2025-12-30T20:34:23.136603] [INFO ] [sig       ] [3354/3539] Completed VOC in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:23.136645] [INFO ] [sig       ] [3355/3539] Forecasting VOD...
[2025-12-30T20:34:23.136676] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-30T20:34:23.136708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-30T20:34:23.147950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-30T20:34:23.148213] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-30T20:34:23.149060] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-30T20:34:23.149134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:23.149167] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:23.149193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:23.149266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:23.207287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:23.207991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:23.208073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:23.208106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:23.327341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:23.327497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:23.327538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:23.327617] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:23.331059] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-30T20:34:23.331337] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-30T20:34:23.331461] [INFO ] [sig       ] VOD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:23.474055] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VOD.txt
[2025-12-30T20:34:23.474182] [INFO ] [sig       ] [3355/3539] Completed VOD in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:23.474221] [INFO ] [sig       ] [3356/3539] Forecasting VONE...
[2025-12-30T20:34:23.474249] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-30T20:34:23.474279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-30T20:34:23.485691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-30T20:34:23.485957] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-30T20:34:23.486727] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-30T20:34:23.486778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:23.486809] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:23.486835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:23.486892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:23.546244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:23.546903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:23.546985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:23.547019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:23.672270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:23.672424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:23.672465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:23.672497] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:23.675911] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-30T20:34:23.676177] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-30T20:34:23.676296] [INFO ] [sig       ] VONE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:23.818463] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VONE.txt
[2025-12-30T20:34:23.818641] [INFO ] [sig       ] [3356/3539] Completed VONE in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-30T20:34:23.818681] [INFO ] [sig       ] [3357/3539] Forecasting VONG...
[2025-12-30T20:34:23.818727] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-30T20:34:23.818759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-30T20:34:23.830172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-30T20:34:23.830466] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-30T20:34:23.831261] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-30T20:34:23.831313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:23.831345] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:23.831373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:23.831432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:23.890904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:23.891561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:23.891682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:23.891716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:24.017376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:24.017529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:24.017587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:24.017622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:24.021024] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-30T20:34:24.021298] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-30T20:34:24.021422] [INFO ] [sig       ] VONG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:24.165631] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VONG.txt
[2025-12-30T20:34:24.165962] [INFO ] [sig       ] [3357/3539] Completed VONG in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-30T20:34:24.166002] [INFO ] [sig       ] [3358/3539] Forecasting VOTE...
[2025-12-30T20:34:24.166031] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-30T20:34:24.166062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-30T20:34:24.177050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-30T20:34:24.177315] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-30T20:34:24.178085] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-30T20:34:24.178136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:24.178168] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:24.178194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:24.178251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:24.238943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:24.239829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:24.239915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:24.239948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:24.356984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:24.357137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:24.357179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:24.357207] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:24.360640] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-30T20:34:24.360913] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-30T20:34:24.361038] [INFO ] [sig       ] VOTE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:24.502338] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VOTE.txt
[2025-12-30T20:34:24.502481] [INFO ] [sig       ] [3358/3539] Completed VOTE in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-30T20:34:24.502521] [INFO ] [sig       ] [3359/3539] Forecasting VPG...
[2025-12-30T20:34:24.502551] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-30T20:34:24.502599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-30T20:34:24.514080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-30T20:34:24.514402] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-30T20:34:24.515334] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-30T20:34:24.515386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:24.515417] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:24.515443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:24.515504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:24.574673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:24.575333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:24.575414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:24.575448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:24.692327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:24.692494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:24.692544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:24.692603] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:24.696034] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-30T20:34:24.696355] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-30T20:34:24.696500] [INFO ] [sig       ] VPG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:24.842109] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VPG.txt
[2025-12-30T20:34:24.842266] [INFO ] [sig       ] [3359/3539] Completed VPG in 0.3s | 2.89 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-30T20:34:24.842307] [INFO ] [sig       ] [3360/3539] Forecasting VPLS...
[2025-12-30T20:34:24.842337] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-30T20:34:24.842367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-30T20:34:24.853660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-30T20:34:24.854007] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-30T20:34:24.854782] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-30T20:34:24.854835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:24.854866] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:24.854892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:24.854950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:24.914448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:24.915306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:24.915394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:24.915428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:25.042816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:25.042974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:25.043027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:25.043059] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:25.046649] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-30T20:34:25.046944] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-30T20:34:25.047079] [INFO ] [sig       ] VPLS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:25.196071] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VPLS.txt
[2025-12-30T20:34:25.196211] [INFO ] [sig       ] [3360/3539] Completed VPLS in 0.4s | 2.89 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-30T20:34:25.196251] [INFO ] [sig       ] [3361/3539] Forecasting VRA...
[2025-12-30T20:34:25.196281] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-30T20:34:25.196311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-30T20:34:25.207612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-30T20:34:25.207941] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-30T20:34:25.208808] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-30T20:34:25.208862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:25.208895] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:25.208922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:25.208981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:25.270719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:25.271521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:25.271630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:25.271666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:25.397461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:25.397650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:25.397696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:25.397727] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:25.401463] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-30T20:34:25.401768] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-30T20:34:25.401899] [INFO ] [sig       ] VRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:25.554079] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VRA.txt
[2025-12-30T20:34:25.554237] [INFO ] [sig       ] [3361/3539] Completed VRA in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-30T20:34:25.554281] [INFO ] [sig       ] [3362/3539] Forecasting VRCA...
[2025-12-30T20:34:25.554315] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-30T20:34:25.554348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-30T20:34:25.565788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-30T20:34:25.566154] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-30T20:34:25.567083] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-30T20:34:25.567140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:25.567172] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:25.567210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:25.567273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:25.628215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:25.629058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:25.629177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:25.629212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:25.754507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:25.754715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:25.754760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:25.754789] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:25.758143] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-30T20:34:25.758413] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-30T20:34:25.758534] [INFO ] [sig       ] VRCA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:25.896976] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VRCA.txt
[2025-12-30T20:34:25.897116] [INFO ] [sig       ] [3362/3539] Completed VRCA in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-30T20:34:25.897155] [INFO ] [sig       ] [3363/3539] Forecasting VRDN...
[2025-12-30T20:34:25.897186] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-30T20:34:25.897217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-30T20:34:25.908403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-30T20:34:25.908773] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-30T20:34:25.909540] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-30T20:34:25.909627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:25.909666] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:25.909693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:25.909751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:25.965770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:25.966550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:25.966662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:25.966696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:26.083525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:26.083704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:26.083746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:26.083775] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:26.087076] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-30T20:34:26.087351] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-30T20:34:26.087477] [INFO ] [sig       ] VRDN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:26.227024] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRDN.txt
[2025-12-30T20:34:26.227202] [INFO ] [sig       ] [3363/3539] Completed VRDN in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-30T20:34:26.227264] [INFO ] [sig       ] [3364/3539] Forecasting VRE...
[2025-12-30T20:34:26.227307] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-30T20:34:26.227341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-30T20:34:26.239231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-30T20:34:26.239628] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-30T20:34:26.240431] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-30T20:34:26.240487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:26.240520] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:26.240549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:26.240647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:26.302211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:26.302965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:26.303054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:26.303087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:26.432516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:26.432708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:26.432760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:26.432793] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:26.436389] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-30T20:34:26.436712] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-30T20:34:26.436869] [INFO ] [sig       ] VRE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:26.590483] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VRE.txt
[2025-12-30T20:34:26.590663] [INFO ] [sig       ] [3364/3539] Completed VRE in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-30T20:34:26.590709] [INFO ] [sig       ] [3365/3539] Forecasting VREX...
[2025-12-30T20:34:26.590740] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-30T20:34:26.590773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-30T20:34:26.602663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-30T20:34:26.603024] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-30T20:34:26.603949] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-30T20:34:26.604005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:26.604050] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:26.604080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:26.604140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:26.666759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:26.667660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:26.667749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:26.667783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:26.783054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:26.783212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:26.783253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:26.783281] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:26.787105] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=72.01%)
[2025-12-30T20:34:26.787455] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-30T20:34:26.787644] [INFO ] [sig       ] VREX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:26.932040] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VREX.txt
[2025-12-30T20:34:26.932197] [INFO ] [sig       ] [3365/3539] Completed VREX in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 1.0m
[2025-12-30T20:34:26.932236] [INFO ] [sig       ] [3366/3539] Forecasting VRIG...
[2025-12-30T20:34:26.932267] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-30T20:34:26.932296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-30T20:34:26.943511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-30T20:34:26.943804] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-30T20:34:26.944559] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-30T20:34:26.944629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:26.944662] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:26.944689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:26.944746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:27.001150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:27.002018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:27.002104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:27.002136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:27.094177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:27.094324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:27.094363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:27.094392] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:27.097687] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-30T20:34:27.097958] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-30T20:34:27.098076] [INFO ] [sig       ] VRIG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:27.247682] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRIG.txt
[2025-12-30T20:34:27.247822] [INFO ] [sig       ] [3366/3539] Completed VRIG in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 59.8s
[2025-12-30T20:34:27.247864] [INFO ] [sig       ] [3367/3539] Forecasting VRNS...
[2025-12-30T20:34:27.247895] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-30T20:34:27.247941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-30T20:34:27.260138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-30T20:34:27.260530] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-30T20:34:27.261380] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-30T20:34:27.261435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:27.261467] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:27.261494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:27.261552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:27.323492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:27.324316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:27.324416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:27.324457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:27.452269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:27.452440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:27.452484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:27.452513] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:27.456047] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-30T20:34:27.456372] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-30T20:34:27.456510] [INFO ] [sig       ] VRNS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:27.605304] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VRNS.txt
[2025-12-30T20:34:27.605469] [INFO ] [sig       ] [3367/3539] Completed VRNS in 0.4s | 2.89 sym/s | Total: 19.4m | ETA: 59.4s
[2025-12-30T20:34:27.605513] [INFO ] [sig       ] [3368/3539] Forecasting VRRM...
[2025-12-30T20:34:27.605547] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-30T20:34:27.605612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-30T20:34:27.617784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-30T20:34:27.618101] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-30T20:34:27.618976] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-30T20:34:27.619031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:27.619064] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:27.619091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:27.619150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:27.679316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:27.680139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:27.680224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:27.680257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:27.796687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:27.796856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:27.796897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:27.796926] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:27.800286] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-30T20:34:27.800615] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-30T20:34:27.800748] [INFO ] [sig       ] VRRM: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:27.941546] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRRM.txt
[2025-12-30T20:34:27.941692] [INFO ] [sig       ] [3368/3539] Completed VRRM in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 59.1s
[2025-12-30T20:34:27.941739] [INFO ] [sig       ] [3369/3539] Forecasting VRSK...
[2025-12-30T20:34:27.941768] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-30T20:34:27.941799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-30T20:34:27.953284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-30T20:34:27.953552] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-30T20:34:27.954355] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-30T20:34:27.954409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:27.954483] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:27.954516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:27.954609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:28.015726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:28.016611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:28.016699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:28.016734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:28.137547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:28.137701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:28.137741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:28.137769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:28.141037] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=71.73%)
[2025-12-30T20:34:28.141303] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-30T20:34:28.141424] [INFO ] [sig       ] VRSK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:28.282030] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRSK.txt
[2025-12-30T20:34:28.282179] [INFO ] [sig       ] [3369/3539] Completed VRSK in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 58.7s
[2025-12-30T20:34:28.282221] [INFO ] [sig       ] [3370/3539] Forecasting VRSN...
[2025-12-30T20:34:28.282250] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-30T20:34:28.282280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-30T20:34:28.293746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-30T20:34:28.294050] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-30T20:34:28.294850] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-30T20:34:28.294903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:28.294934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:28.294962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:28.295021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:28.355195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:28.356078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:28.356167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:28.356201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:28.479004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:28.479163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:28.479204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:28.479232] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:28.482518] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-30T20:34:28.482801] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-30T20:34:28.482935] [INFO ] [sig       ] VRSN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:28.624290] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VRSN.txt
[2025-12-30T20:34:28.624428] [INFO ] [sig       ] [3370/3539] Completed VRSN in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 58.4s
[2025-12-30T20:34:28.624468] [INFO ] [sig       ] [3371/3539] Forecasting VRTS...
[2025-12-30T20:34:28.624496] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-30T20:34:28.624527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-30T20:34:28.635838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-30T20:34:28.636124] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-30T20:34:28.636895] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-30T20:34:28.636947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:28.636979] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:28.637026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:28.637084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:28.693559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:28.694298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:28.694380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:28.694412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:28.814383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:28.814547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:28.814607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:28.814638] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:28.818002] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-30T20:34:28.818298] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-30T20:34:28.818424] [INFO ] [sig       ] VRTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:28.959712] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRTS.txt
[2025-12-30T20:34:28.959841] [INFO ] [sig       ] [3371/3539] Completed VRTS in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 58.0s
[2025-12-30T20:34:28.959879] [INFO ] [sig       ] [3372/3539] Forecasting VRTX...
[2025-12-30T20:34:28.959907] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-30T20:34:28.959940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-30T20:34:28.970990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-30T20:34:28.971253] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-30T20:34:28.972023] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-30T20:34:28.972074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:28.972105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:28.972131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:28.972188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:29.029191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:29.029814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:29.029892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:29.029923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:29.145443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:29.145613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:29.145672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:29.145728] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:29.149038] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-12-30T20:34:29.149302] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-30T20:34:29.149421] [INFO ] [sig       ] VRTX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:29.289664] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VRTX.txt
[2025-12-30T20:34:29.289823] [INFO ] [sig       ] [3372/3539] Completed VRTX in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 57.7s
[2025-12-30T20:34:29.289862] [INFO ] [sig       ] [3373/3539] Forecasting VS...
[2025-12-30T20:34:29.289892] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-30T20:34:29.289924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-30T20:34:29.300844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-30T20:34:29.301144] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-30T20:34:29.301920] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-30T20:34:29.301972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:29.302002] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:29.302028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:29.302084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:29.359977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:29.360885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:29.360973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:29.361007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:29.471626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:29.471783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:29.471826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:29.471854] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:29.475252] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-12-30T20:34:29.475533] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-30T20:34:29.475680] [INFO ] [sig       ] VS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:29.620677] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VS.txt
[2025-12-30T20:34:29.620846] [INFO ] [sig       ] [3373/3539] Completed VS in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 57.3s
[2025-12-30T20:34:29.620895] [INFO ] [sig       ] [3374/3539] Forecasting VSCO...
[2025-12-30T20:34:29.620926] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-30T20:34:29.620957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-30T20:34:29.633047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-30T20:34:29.633458] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-30T20:34:29.634356] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-30T20:34:29.634411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:29.634443] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:29.634471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:29.634531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:29.694245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:29.695096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:29.695204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:29.695238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:29.818158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:29.818311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:29.818353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:29.818384] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:29.821789] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-30T20:34:29.822064] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-30T20:34:29.822185] [INFO ] [sig       ] VSCO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:29.961547] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VSCO.txt
[2025-12-30T20:34:29.961699] [INFO ] [sig       ] [3374/3539] Completed VSCO in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 57.0s
[2025-12-30T20:34:29.961739] [INFO ] [sig       ] [3375/3539] Forecasting VSDA...
[2025-12-30T20:34:29.961768] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-30T20:34:29.961799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-30T20:34:29.973438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-30T20:34:29.973786] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-30T20:34:29.974544] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-30T20:34:29.974613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:29.974645] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:29.974672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:29.974730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:30.034614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:30.035466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:30.035554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:30.035608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:30.148552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:30.148743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:30.148806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:30.148839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:30.152373] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2025-12-30T20:34:30.152699] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-30T20:34:30.152854] [INFO ] [sig       ] VSDA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:30.303917] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VSDA.txt
[2025-12-30T20:34:30.304108] [INFO ] [sig       ] [3375/3539] Completed VSDA in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 56.6s
[2025-12-30T20:34:30.304159] [INFO ] [sig       ] [3376/3539] Forecasting VSEC...
[2025-12-30T20:34:30.304190] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-30T20:34:30.304222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-30T20:34:30.315962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-30T20:34:30.316259] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-30T20:34:30.317046] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-30T20:34:30.317099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:30.317141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:30.317169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:30.317226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:30.376596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:30.377356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:30.377454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:30.377491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:30.497630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:30.497795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:30.497837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:30.497867] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:30.501351] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-30T20:34:30.501669] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-30T20:34:30.501805] [INFO ] [sig       ] VSEC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:30.653379] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VSEC.txt
[2025-12-30T20:34:30.653512] [INFO ] [sig       ] [3376/3539] Completed VSEC in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 56.3s
[2025-12-30T20:34:30.653554] [INFO ] [sig       ] [3377/3539] Forecasting VSH...
[2025-12-30T20:34:30.653604] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-30T20:34:30.653639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-30T20:34:30.665821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-30T20:34:30.666117] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-30T20:34:30.666921] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-30T20:34:30.666976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:30.667009] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:30.667036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:30.667095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:30.727962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:30.728855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:30.728958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:30.729009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:30.852372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:30.852529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:30.852587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:30.852620] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:30.855993] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-30T20:34:30.856263] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-30T20:34:30.856384] [INFO ] [sig       ] VSH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:31.000881] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VSH.txt
[2025-12-30T20:34:31.001020] [INFO ] [sig       ] [3377/3539] Completed VSH in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 56.0s
[2025-12-30T20:34:31.001061] [INFO ] [sig       ] [3378/3539] Forecasting VSTM...
[2025-12-30T20:34:31.001091] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-30T20:34:31.001122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-30T20:34:31.012975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-30T20:34:31.013258] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-30T20:34:31.014087] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-30T20:34:31.014139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:31.014169] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:31.014196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:31.014254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:31.071195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:31.071851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:31.071950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:31.071984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:31.193483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:31.193652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:31.193693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:31.193723] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:31.197015] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-12-30T20:34:31.197288] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-30T20:34:31.197411] [INFO ] [sig       ] VSTM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:31.338732] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VSTM.txt
[2025-12-30T20:34:31.338895] [INFO ] [sig       ] [3378/3539] Completed VSTM in 0.3s | 2.89 sym/s | Total: 19.4m | ETA: 55.6s
[2025-12-30T20:34:31.338934] [INFO ] [sig       ] [3379/3539] Forecasting VSTS...
[2025-12-30T20:34:31.338963] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-30T20:34:31.338991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-30T20:34:31.350243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-30T20:34:31.350595] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-30T20:34:31.351388] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-30T20:34:31.351449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:31.351480] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:31.351507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:31.351564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:31.408466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:31.409342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:31.409460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:31.409494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:31.537953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:31.538119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:31.538162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:31.538191] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:31.542050] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-12-30T20:34:31.542359] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-30T20:34:31.542490] [INFO ] [sig       ] VSTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:31.689178] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VSTS.txt
[2025-12-30T20:34:31.689336] [INFO ] [sig       ] [3379/3539] Completed VSTS in 0.4s | 2.89 sym/s | Total: 19.5m | ETA: 55.3s
[2025-12-30T20:34:31.689381] [INFO ] [sig       ] [3380/3539] Forecasting VTC...
[2025-12-30T20:34:31.689420] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-30T20:34:31.689453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-30T20:34:31.701135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-30T20:34:31.701424] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-30T20:34:31.702262] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-30T20:34:31.702317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:31.702349] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:31.702376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:31.702436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:31.763546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:31.764353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:31.764466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:31.764502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:31.886767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:31.886913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:31.886954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:31.886983] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:31.890310] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-30T20:34:31.890597] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-30T20:34:31.890729] [INFO ] [sig       ] VTC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:32.038065] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTC.txt
[2025-12-30T20:34:32.038224] [INFO ] [sig       ] [3380/3539] Completed VTC in 0.3s | 2.89 sym/s | Total: 19.5m | ETA: 54.9s
[2025-12-30T20:34:32.038263] [INFO ] [sig       ] [3381/3539] Forecasting VTEX...
[2025-12-30T20:34:32.038293] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-30T20:34:32.038325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-30T20:34:32.049328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-30T20:34:32.049669] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-30T20:34:32.050469] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-30T20:34:32.050522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:32.050553] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:32.050604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:32.050677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:32.106567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:32.107294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:32.107376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:32.107408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:32.220898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:32.221050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:32.221090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:32.221119] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:32.224411] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-30T20:34:32.224710] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-30T20:34:32.224831] [INFO ] [sig       ] VTEX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:32.363943] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTEX.txt
[2025-12-30T20:34:32.364100] [INFO ] [sig       ] [3381/3539] Completed VTEX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 54.6s
[2025-12-30T20:34:32.364139] [INFO ] [sig       ] [3382/3539] Forecasting VTIP...
[2025-12-30T20:34:32.364169] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-30T20:34:32.364198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-30T20:34:32.376287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-30T20:34:32.376693] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-30T20:34:32.377477] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-30T20:34:32.377530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:32.377563] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:32.377610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:32.377669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:32.443282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:32.444225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:32.444317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:32.444350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:32.563378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:32.563540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:32.563599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:32.563631] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:32.567176] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-12-30T20:34:32.567454] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-30T20:34:32.567596] [INFO ] [sig       ] VTIP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:32.714635] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTIP.txt
[2025-12-30T20:34:32.714852] [INFO ] [sig       ] [3382/3539] Completed VTIP in 0.4s | 2.89 sym/s | Total: 19.5m | ETA: 54.2s
[2025-12-30T20:34:32.714894] [INFO ] [sig       ] [3383/3539] Forecasting VTMX...
[2025-12-30T20:34:32.714924] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-30T20:34:32.714956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-30T20:34:32.726460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-30T20:34:32.726887] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-30T20:34:32.727702] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-30T20:34:32.727754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:32.727786] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:32.727813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:32.727870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:32.785360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:32.786284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:32.786369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:32.786402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:32.908399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:32.908558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:32.908616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:32.908664] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:32.912075] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-30T20:34:32.912342] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-30T20:34:32.912463] [INFO ] [sig       ] VTMX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:33.054817] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTMX.txt
[2025-12-30T20:34:33.054975] [INFO ] [sig       ] [3383/3539] Completed VTMX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 53.9s
[2025-12-30T20:34:33.055017] [INFO ] [sig       ] [3384/3539] Forecasting VTN...
[2025-12-30T20:34:33.055047] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-30T20:34:33.055078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-30T20:34:33.066928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-30T20:34:33.067303] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-30T20:34:33.068097] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-30T20:34:33.068149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:33.068180] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:33.068207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:33.068264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:33.125272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:33.126117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:33.126201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:33.126233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:33.240328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:33.240488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:33.240528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:33.240557] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:33.243939] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-12-30T20:34:33.244227] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-30T20:34:33.244355] [INFO ] [sig       ] VTN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:33.396240] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VTN.txt
[2025-12-30T20:34:33.396401] [INFO ] [sig       ] [3384/3539] Completed VTN in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 53.5s
[2025-12-30T20:34:33.396440] [INFO ] [sig       ] [3385/3539] Forecasting VTOL...
[2025-12-30T20:34:33.396471] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-30T20:34:33.396502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-30T20:34:33.408093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-30T20:34:33.408472] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-30T20:34:33.409337] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-30T20:34:33.409391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:33.409422] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:33.409449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:33.409505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:33.467233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:33.468104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:33.468189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:33.468240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:33.582397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:33.582556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:33.582616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:33.582645] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:33.586084] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-30T20:34:33.586392] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-30T20:34:33.586522] [INFO ] [sig       ] VTOL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:33.729761] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VTOL.txt
[2025-12-30T20:34:33.729927] [INFO ] [sig       ] [3385/3539] Completed VTOL in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 53.2s
[2025-12-30T20:34:33.729970] [INFO ] [sig       ] [3386/3539] Forecasting VTRS...
[2025-12-30T20:34:33.729997] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-30T20:34:33.730028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-30T20:34:33.741738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-30T20:34:33.742030] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-30T20:34:33.742795] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-30T20:34:33.742846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:33.742936] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:33.742964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:33.743021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:33.800482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:33.801213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:33.801292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:33.801325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:33.923266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:33.923424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:33.923465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:33.923493] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:33.926882] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-30T20:34:33.927153] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-30T20:34:33.927274] [INFO ] [sig       ] VTRS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:34.072392] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTRS.txt
[2025-12-30T20:34:34.072600] [INFO ] [sig       ] [3386/3539] Completed VTRS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 52.8s
[2025-12-30T20:34:34.072648] [INFO ] [sig       ] [3387/3539] Forecasting VTS...
[2025-12-30T20:34:34.072680] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-30T20:34:34.072719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-30T20:34:34.085057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-30T20:34:34.085380] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-30T20:34:34.086184] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-30T20:34:34.086236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:34.086273] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:34.086313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:34.086377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:34.142989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:34.143708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:34.143794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:34.143826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:34.260436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:34.260628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:34.260672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:34.260705] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:34.264091] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-30T20:34:34.264362] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-30T20:34:34.264483] [INFO ] [sig       ] VTS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:34.403933] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTS.txt
[2025-12-30T20:34:34.404094] [INFO ] [sig       ] [3387/3539] Completed VTS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 52.5s
[2025-12-30T20:34:34.404134] [INFO ] [sig       ] [3388/3539] Forecasting VTSI...
[2025-12-30T20:34:34.404164] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-30T20:34:34.404194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-30T20:34:34.415281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-30T20:34:34.415594] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-30T20:34:34.416432] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-30T20:34:34.416486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:34.416520] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:34.416549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:34.416630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:34.477520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:34.478385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:34.478470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:34.478506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:34.599977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:34.600135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:34.600177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:34.600206] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:34.603768] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2025-12-30T20:34:34.604059] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-30T20:34:34.604186] [INFO ] [sig       ] VTSI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:34.753626] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VTSI.txt
[2025-12-30T20:34:34.753787] [INFO ] [sig       ] [3388/3539] Completed VTSI in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 52.2s
[2025-12-30T20:34:34.753827] [INFO ] [sig       ] [3389/3539] Forecasting VTWG...
[2025-12-30T20:34:34.753858] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-30T20:34:34.753889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-30T20:34:34.764940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-30T20:34:34.765322] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-30T20:34:34.766175] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-30T20:34:34.766231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:34.766263] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:34.766292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:34.766351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:34.828881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:34.829899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:34.829988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:34.830022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:34.946665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:34.946818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:34.946859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:34.946917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:34.950308] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-30T20:34:34.950605] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-30T20:34:34.950756] [INFO ] [sig       ] VTWG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:35.093981] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VTWG.txt
[2025-12-30T20:34:35.094120] [INFO ] [sig       ] [3389/3539] Completed VTWG in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 51.8s
[2025-12-30T20:34:35.094160] [INFO ] [sig       ] [3390/3539] Forecasting VTWO...
[2025-12-30T20:34:35.094189] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-30T20:34:35.094219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-30T20:34:35.105629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-30T20:34:35.105946] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-30T20:34:35.106731] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-30T20:34:35.106786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:35.106817] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:35.106843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:35.106900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:35.163708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:35.164345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:35.164428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:35.164474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:35.284845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:35.285005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:35.285047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:35.285078] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:35.288468] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-12-30T20:34:35.288803] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-30T20:34:35.288933] [INFO ] [sig       ] VTWO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:35.431665] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VTWO.txt
[2025-12-30T20:34:35.431792] [INFO ] [sig       ] [3390/3539] Completed VTWO in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 51.5s
[2025-12-30T20:34:35.431830] [INFO ] [sig       ] [3391/3539] Forecasting VTYX...
[2025-12-30T20:34:35.431860] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-30T20:34:35.431896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-30T20:34:35.443440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-30T20:34:35.443745] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-30T20:34:35.444493] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-30T20:34:35.444545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:35.444595] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:35.444624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:35.444681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:35.502658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:35.503378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:35.503460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:35.503493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:35.628649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:35.628851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:35.628895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:35.628925] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:35.632330] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-30T20:34:35.632612] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-30T20:34:35.632739] [INFO ] [sig       ] VTYX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:35.775350] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VTYX.txt
[2025-12-30T20:34:35.775504] [INFO ] [sig       ] [3391/3539] Completed VTYX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 51.1s
[2025-12-30T20:34:35.775542] [INFO ] [sig       ] [3392/3539] Forecasting VUZI...
[2025-12-30T20:34:35.775590] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-30T20:34:35.775625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-30T20:34:35.786867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-30T20:34:35.787175] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-30T20:34:35.787944] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-30T20:34:35.787997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:35.788027] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:35.788053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:35.788110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:35.845565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:35.846319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:35.846399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:35.846431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:35.970433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:35.970608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:35.970653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:35.970681] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:35.974023] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-30T20:34:35.974291] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-30T20:34:35.974413] [INFO ] [sig       ] VUZI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:36.118370] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VUZI.txt
[2025-12-30T20:34:36.118519] [INFO ] [sig       ] [3392/3539] Completed VUZI in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 50.8s
[2025-12-30T20:34:36.118559] [INFO ] [sig       ] [3393/3539] Forecasting VVOS...
[2025-12-30T20:34:36.118609] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-30T20:34:36.118641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-30T20:34:36.130046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-30T20:34:36.130439] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-30T20:34:36.131255] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-30T20:34:36.131310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:36.131344] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:36.131371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:36.131431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:36.190781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:36.191694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:36.191783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:36.191817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:36.307860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:36.308016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:36.308059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:36.308088] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:36.311414] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-12-30T20:34:36.311702] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-30T20:34:36.311828] [INFO ] [sig       ] VVOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:36.456407] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VVOS.txt
[2025-12-30T20:34:36.456563] [INFO ] [sig       ] [3393/3539] Completed VVOS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 50.4s
[2025-12-30T20:34:36.456639] [INFO ] [sig       ] [3394/3539] Forecasting VVX...
[2025-12-30T20:34:36.456673] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-30T20:34:36.456706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-30T20:34:36.468349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-30T20:34:36.468684] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-30T20:34:36.469635] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-30T20:34:36.469690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:36.469723] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:36.469756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:36.469827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:36.526538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:36.527379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:36.527466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:36.527498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:36.648044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:36.648198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:36.648239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:36.648267] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:36.651812] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-30T20:34:36.652103] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-30T20:34:36.652225] [INFO ] [sig       ] VVX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:36.792414] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VVX.txt
[2025-12-30T20:34:36.792543] [INFO ] [sig       ] [3394/3539] Completed VVX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 50.1s
[2025-12-30T20:34:36.792597] [INFO ] [sig       ] [3395/3539] Forecasting VWOB...
[2025-12-30T20:34:36.792629] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-30T20:34:36.792660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-30T20:34:36.803615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-30T20:34:36.803888] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-30T20:34:36.804653] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-30T20:34:36.804704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:36.804734] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:36.804760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:36.804820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:36.862345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:36.863065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:36.863144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:36.863176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:36.989644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:36.989802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:36.989850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:36.989884] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:36.993201] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-30T20:34:36.993466] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-30T20:34:36.993601] [INFO ] [sig       ] VWOB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:37.137806] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VWOB.txt
[2025-12-30T20:34:37.137956] [INFO ] [sig       ] [3395/3539] Completed VWOB in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 49.7s
[2025-12-30T20:34:37.137996] [INFO ] [sig       ] [3396/3539] Forecasting VXUS...
[2025-12-30T20:34:37.138026] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-30T20:34:37.138056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-30T20:34:37.149203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-30T20:34:37.149493] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-30T20:34:37.150279] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-30T20:34:37.150332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:37.150363] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:37.150390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:37.150447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:37.207881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:37.208617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:37.208753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:37.208790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:37.330444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:37.330602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:37.330645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:37.330673] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:37.334029] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-30T20:34:37.334300] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-30T20:34:37.334422] [INFO ] [sig       ] VXUS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:37.477111] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VXUS.txt
[2025-12-30T20:34:37.477250] [INFO ] [sig       ] [3396/3539] Completed VXUS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 49.4s
[2025-12-30T20:34:37.477290] [INFO ] [sig       ] [3397/3539] Forecasting VYMI...
[2025-12-30T20:34:37.477319] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-30T20:34:37.477349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-30T20:34:37.488134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-30T20:34:37.488427] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-30T20:34:37.489217] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-30T20:34:37.489269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:37.489299] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:37.489326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:37.489383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:37.546735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:37.547422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:37.547502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:37.547534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:37.665016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:37.665176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:37.665218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:37.665247] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:37.668627] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-12-30T20:34:37.668956] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-30T20:34:37.669082] [INFO ] [sig       ] VYMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:37.810956] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VYMI.txt
[2025-12-30T20:34:37.811084] [INFO ] [sig       ] [3397/3539] Completed VYMI in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 49.0s
[2025-12-30T20:34:37.811122] [INFO ] [sig       ] [3398/3539] Forecasting VYX...
[2025-12-30T20:34:37.811151] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-30T20:34:37.811181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-30T20:34:37.822939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-30T20:34:37.823220] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-30T20:34:37.824023] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-30T20:34:37.824074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:37.824105] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:37.824131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:37.824199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:37.887003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:37.888120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:37.888215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:37.888250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:38.008647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:38.008823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:38.008872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:38.008906] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:38.012455] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-30T20:34:38.012769] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-30T20:34:38.012900] [INFO ] [sig       ] VYX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:38.156498] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/VYX.txt
[2025-12-30T20:34:38.156646] [INFO ] [sig       ] [3398/3539] Completed VYX in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.7s
[2025-12-30T20:34:38.156688] [INFO ] [sig       ] [3399/3539] Forecasting VZ...
[2025-12-30T20:34:38.156717] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-30T20:34:38.156747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-30T20:34:38.168368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-30T20:34:38.168657] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-30T20:34:38.169433] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-30T20:34:38.169485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:38.169516] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:38.169542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:38.169620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:38.228311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:38.229089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:38.229174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:38.229208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:38.349179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:38.349339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:38.349381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:38.349410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:38.352886] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-30T20:34:38.353160] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-30T20:34:38.353284] [INFO ] [sig       ] VZ: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:38.493360] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/VZ.txt
[2025-12-30T20:34:38.493533] [INFO ] [sig       ] [3399/3539] Completed VZ in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.4s
[2025-12-30T20:34:38.493593] [INFO ] [sig       ] [3400/3539] Forecasting WAB...
[2025-12-30T20:34:38.493628] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-30T20:34:38.493660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-30T20:34:38.505303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-30T20:34:38.505632] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-30T20:34:38.506438] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-30T20:34:38.506501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:38.506534] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:38.506561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:38.506649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:38.563454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:38.564198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:38.564279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:38.564312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:38.685382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:38.685666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:38.685710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:38.685739] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:38.689129] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-30T20:34:38.689403] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-30T20:34:38.689526] [INFO ] [sig       ] WAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:38.829088] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WAB.txt
[2025-12-30T20:34:38.829230] [INFO ] [sig       ] [3400/3539] Completed WAB in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 48.0s
[2025-12-30T20:34:38.829270] [INFO ] [sig       ] [3401/3539] Forecasting WABC...
[2025-12-30T20:34:38.829300] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-30T20:34:38.829329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-30T20:34:38.841545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-30T20:34:38.841893] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-30T20:34:38.842695] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-30T20:34:38.842746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:38.842776] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:38.842801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:38.842860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:38.898947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:38.899694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:38.899774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:38.899807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:39.013322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:39.013480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:39.013521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:39.013548] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:39.016883] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-30T20:34:39.017155] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-30T20:34:39.017274] [INFO ] [sig       ] WABC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:39.156003] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WABC.txt
[2025-12-30T20:34:39.156137] [INFO ] [sig       ] [3401/3539] Completed WABC in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 47.7s
[2025-12-30T20:34:39.156177] [INFO ] [sig       ] [3402/3539] Forecasting WAFD...
[2025-12-30T20:34:39.156206] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-30T20:34:39.156238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-30T20:34:39.167704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-30T20:34:39.168036] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-30T20:34:39.168871] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-30T20:34:39.168923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:39.168954] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:39.168979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:39.169036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:39.224830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:39.225600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:39.225682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:39.225713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:39.344926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:39.345112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:39.345161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:39.345191] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:39.348644] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-12-30T20:34:39.348940] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-30T20:34:39.349064] [INFO ] [sig       ] WAFD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:39.489021] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WAFD.txt
[2025-12-30T20:34:39.489160] [INFO ] [sig       ] [3402/3539] Completed WAFD in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 47.3s
[2025-12-30T20:34:39.489201] [INFO ] [sig       ] [3403/3539] Forecasting WAFDP...
[2025-12-30T20:34:39.489229] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-30T20:34:39.489260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-30T20:34:39.499922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-30T20:34:39.500255] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-30T20:34:39.501078] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-30T20:34:39.501130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:39.501205] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:39.501244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:39.501329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:39.562721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:39.563694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:39.563787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:39.563821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:39.679164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:39.679350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:39.679410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:39.679454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:39.682971] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-30T20:34:39.683281] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-30T20:34:39.683413] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:39.828207] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WAFDP.txt
[2025-12-30T20:34:39.828344] [INFO ] [sig       ] [3403/3539] Completed WAFDP in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 47.0s
[2025-12-30T20:34:39.828385] [INFO ] [sig       ] [3404/3539] Forecasting WAL...
[2025-12-30T20:34:39.828413] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-30T20:34:39.828443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-30T20:34:39.839599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-30T20:34:39.839882] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-30T20:34:39.840673] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-30T20:34:39.840725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:39.840756] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:39.840782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:39.840838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:39.900134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:39.900936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:39.901033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:39.901068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:40.023599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:40.023769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:40.023810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:40.023839] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:40.027234] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-30T20:34:40.027509] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-30T20:34:40.027646] [INFO ] [sig       ] WAL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:40.169986] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WAL.txt
[2025-12-30T20:34:40.170121] [INFO ] [sig       ] [3404/3539] Completed WAL in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 46.6s
[2025-12-30T20:34:40.170162] [INFO ] [sig       ] [3405/3539] Forecasting WALD...
[2025-12-30T20:34:40.170191] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-30T20:34:40.170220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-30T20:34:40.182745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-30T20:34:40.183044] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-30T20:34:40.183806] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-30T20:34:40.183857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:40.183888] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:40.183914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:40.183971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:40.241646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:40.242278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:40.242358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:40.242390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:40.358154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:40.358308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:40.358350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:40.358378] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:40.361798] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-30T20:34:40.362085] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-30T20:34:40.362211] [INFO ] [sig       ] WALD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:40.556168] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WALD.txt
[2025-12-30T20:34:40.556306] [INFO ] [sig       ] [3405/3539] Completed WALD in 0.4s | 2.90 sym/s | Total: 19.6m | ETA: 46.3s
[2025-12-30T20:34:40.556344] [INFO ] [sig       ] [3406/3539] Forecasting WASH...
[2025-12-30T20:34:40.556373] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-30T20:34:40.556403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-30T20:34:40.567749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-30T20:34:40.568054] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-30T20:34:40.568916] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-30T20:34:40.568970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:40.569002] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:40.569028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:40.569087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:40.628491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:40.629324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:40.629408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:40.629442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:40.748552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:40.751653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:40.751771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:40.751864] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:40.755550] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-30T20:34:40.755856] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-30T20:34:40.756008] [INFO ] [sig       ] WASH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:40.898101] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WASH.txt
[2025-12-30T20:34:40.898238] [INFO ] [sig       ] [3406/3539] Completed WASH in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 45.9s
[2025-12-30T20:34:40.898277] [INFO ] [sig       ] [3407/3539] Forecasting WAVE...
[2025-12-30T20:34:40.898306] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-30T20:34:40.898337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-30T20:34:40.909154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-30T20:34:40.909433] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-30T20:34:40.910214] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-30T20:34:40.910266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:40.910297] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:40.910324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:40.910380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:40.968493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:40.969253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:40.969335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:40.969369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:41.077085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:41.077247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:41.077287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:41.077315] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:41.080634] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-30T20:34:41.080903] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-30T20:34:41.081025] [INFO ] [sig       ] WAVE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:41.220724] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WAVE.txt
[2025-12-30T20:34:41.220863] [INFO ] [sig       ] [3407/3539] Completed WAVE in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 45.6s
[2025-12-30T20:34:41.220909] [INFO ] [sig       ] [3408/3539] Forecasting WAY...
[2025-12-30T20:34:41.220946] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-30T20:34:41.220982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-30T20:34:41.232084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-30T20:34:41.232402] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-30T20:34:41.233170] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-30T20:34:41.233222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:41.233252] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:41.233279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:41.233336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:41.292253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:41.293066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:41.293148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:41.293181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:41.415389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:41.415540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:41.415597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:41.415629] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:41.418969] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-30T20:34:41.419234] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-30T20:34:41.419353] [INFO ] [sig       ] WAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:41.564112] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WAY.txt
[2025-12-30T20:34:41.564252] [INFO ] [sig       ] [3408/3539] Completed WAY in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 45.2s
[2025-12-30T20:34:41.564292] [INFO ] [sig       ] [3409/3539] Forecasting WB...
[2025-12-30T20:34:41.564323] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-30T20:34:41.564356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-30T20:34:41.575928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-30T20:34:41.576300] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-30T20:34:41.577098] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-30T20:34:41.577150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:41.577182] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:41.577210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:41.577268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:41.635276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:41.636027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:41.636110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:41.636143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:41.758590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:41.758757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:41.758798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:41.758826] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:41.762122] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-30T20:34:41.762401] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-30T20:34:41.762522] [INFO ] [sig       ] WB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:41.906000] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WB.txt
[2025-12-30T20:34:41.906154] [INFO ] [sig       ] [3409/3539] Completed WB in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 44.9s
[2025-12-30T20:34:41.906194] [INFO ] [sig       ] [3410/3539] Forecasting WBD...
[2025-12-30T20:34:41.906226] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-30T20:34:41.906256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-30T20:34:41.917816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-30T20:34:41.918165] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-30T20:34:41.919073] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-30T20:34:41.919127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:41.919160] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:41.919187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:41.919246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:41.977983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:41.978678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:41.978792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:41.978827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:42.099673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:42.099812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:42.099851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:42.099885] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:42.103178] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-30T20:34:42.103453] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-30T20:34:42.103593] [INFO ] [sig       ] WBD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:42.246736] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WBD.txt
[2025-12-30T20:34:42.246895] [INFO ] [sig       ] [3410/3539] Completed WBD in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 44.6s
[2025-12-30T20:34:42.246936] [INFO ] [sig       ] [3411/3539] Forecasting WBIY...
[2025-12-30T20:34:42.246964] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-30T20:34:42.246995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-30T20:34:42.257536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-30T20:34:42.257799] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-30T20:34:42.258636] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-30T20:34:42.258690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:42.258774] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:42.258808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:42.258885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:42.317439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:42.318146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:42.318229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:42.318262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:42.415381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:42.415539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:42.415600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:42.415641] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:42.419053] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-12-30T20:34:42.419337] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-30T20:34:42.419463] [INFO ] [sig       ] WBIY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:42.561085] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WBIY.txt
[2025-12-30T20:34:42.561216] [INFO ] [sig       ] [3411/3539] Completed WBIY in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 44.2s
[2025-12-30T20:34:42.561254] [INFO ] [sig       ] [3412/3539] Forecasting WBS...
[2025-12-30T20:34:42.561284] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-30T20:34:42.561314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-30T20:34:42.572230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-30T20:34:42.572530] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-30T20:34:42.573340] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-30T20:34:42.573394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:42.573427] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:42.573455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:42.573514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:42.631941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:42.632603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:42.632688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:42.632720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:42.759264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:42.759431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:42.759473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:42.759502] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:42.762994] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-30T20:34:42.763271] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-30T20:34:42.763397] [INFO ] [sig       ] WBS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:42.906078] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WBS.txt
[2025-12-30T20:34:42.906211] [INFO ] [sig       ] [3412/3539] Completed WBS in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 43.9s
[2025-12-30T20:34:42.906249] [INFO ] [sig       ] [3413/3539] Forecasting WBTN...
[2025-12-30T20:34:42.906279] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-30T20:34:42.906308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-30T20:34:42.917874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-30T20:34:42.918175] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-30T20:34:42.918996] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-30T20:34:42.919050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:42.919081] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:42.919108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:42.919167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:42.980918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:42.981732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:42.981839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:42.981872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:43.106219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:43.106376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:43.106419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:43.106450] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:43.109884] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-30T20:34:43.110191] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-30T20:34:43.110316] [INFO ] [sig       ] WBTN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:43.250766] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WBTN.txt
[2025-12-30T20:34:43.250909] [INFO ] [sig       ] [3413/3539] Completed WBTN in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 43.5s
[2025-12-30T20:34:43.250957] [INFO ] [sig       ] [3414/3539] Forecasting WBX...
[2025-12-30T20:34:43.250992] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-30T20:34:43.251029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-30T20:34:43.262641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-30T20:34:43.262927] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-30T20:34:43.263752] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-30T20:34:43.263806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:43.263839] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:43.263867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:43.263928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:43.322139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:43.322835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:43.322923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:43.322958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:43.444901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:43.445062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:43.445105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:43.445136] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:43.448609] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-30T20:34:43.448906] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-30T20:34:43.449043] [INFO ] [sig       ] WBX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:43.592034] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WBX.txt
[2025-12-30T20:34:43.592175] [INFO ] [sig       ] [3414/3539] Completed WBX in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 43.2s
[2025-12-30T20:34:43.592214] [INFO ] [sig       ] [3415/3539] Forecasting WCC...
[2025-12-30T20:34:43.592253] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-30T20:34:43.592285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-30T20:34:43.604370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-30T20:34:43.604766] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-30T20:34:43.605548] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-30T20:34:43.605622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:43.605656] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:43.605684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:43.605742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:43.667968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:43.668981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:43.669075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:43.669110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:43.794141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:43.794296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:43.794337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:43.794365] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:43.797831] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-30T20:34:43.798122] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-30T20:34:43.798270] [INFO ] [sig       ] WCC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:43.939122] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WCC.txt
[2025-12-30T20:34:43.939258] [INFO ] [sig       ] [3415/3539] Completed WCC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.8s
[2025-12-30T20:34:43.939306] [INFO ] [sig       ] [3416/3539] Forecasting WCLD...
[2025-12-30T20:34:43.939339] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-30T20:34:43.939372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-30T20:34:43.950819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-30T20:34:43.951114] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-30T20:34:43.951943] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-30T20:34:43.951996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:43.952029] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:43.952056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:43.952129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:44.010950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:44.011827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:44.011913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:44.011949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:44.129631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:44.129789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:44.129829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:44.129857] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:44.133154] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-30T20:34:44.133420] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-30T20:34:44.133540] [INFO ] [sig       ] WCLD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:44.275854] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WCLD.txt
[2025-12-30T20:34:44.276041] [INFO ] [sig       ] [3416/3539] Completed WCLD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.5s
[2025-12-30T20:34:44.276084] [INFO ] [sig       ] [3417/3539] Forecasting WD...
[2025-12-30T20:34:44.276114] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-30T20:34:44.276145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-30T20:34:44.287331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-30T20:34:44.287662] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-30T20:34:44.288436] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-30T20:34:44.288488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:44.288520] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:44.288547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:44.288628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:44.346773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:44.347466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:44.347548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:44.347598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:44.469208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:44.469424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:44.469477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:44.469511] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:44.473372] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-30T20:34:44.473697] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-30T20:34:44.473831] [INFO ] [sig       ] WD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:44.625783] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WD.txt
[2025-12-30T20:34:44.625939] [INFO ] [sig       ] [3417/3539] Completed WD in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 42.1s
[2025-12-30T20:34:44.625986] [INFO ] [sig       ] [3418/3539] Forecasting WDAY...
[2025-12-30T20:34:44.626016] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-30T20:34:44.626047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-30T20:34:44.638284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-30T20:34:44.638646] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-30T20:34:44.639476] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-30T20:34:44.639528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:44.639560] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:44.639611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:44.639670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:44.698065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:44.698910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:44.699001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:44.699034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:44.820175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:44.820332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:44.820374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:44.820440] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:44.823986] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-30T20:34:44.824263] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-30T20:34:44.824387] [INFO ] [sig       ] WDAY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:44.964337] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WDAY.txt
[2025-12-30T20:34:44.964482] [INFO ] [sig       ] [3418/3539] Completed WDAY in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 41.8s
[2025-12-30T20:34:44.964522] [INFO ] [sig       ] [3419/3539] Forecasting WDC...
[2025-12-30T20:34:44.964554] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-30T20:34:44.964603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-30T20:34:44.975685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-30T20:34:44.975977] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-30T20:34:44.976744] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-30T20:34:44.976797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:44.976828] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:44.976854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:44.976911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:45.036850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:45.037640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:45.037726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:45.037759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:45.158819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:45.158971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:45.159013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:45.159043] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:45.162454] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-30T20:34:45.162744] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-30T20:34:45.162869] [INFO ] [sig       ] WDC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:45.302182] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WDC.txt
[2025-12-30T20:34:45.302308] [INFO ] [sig       ] [3419/3539] Completed WDC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 41.4s
[2025-12-30T20:34:45.302345] [INFO ] [sig       ] [3420/3539] Forecasting WDFC...
[2025-12-30T20:34:45.302375] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-30T20:34:45.302405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-30T20:34:45.313384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-30T20:34:45.313686] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-30T20:34:45.314431] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-30T20:34:45.314483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:45.314551] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:45.314595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:45.314655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:45.372368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:45.373125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:45.373208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:45.373258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:45.510724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:45.510863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:45.510904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:45.510936] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:45.514505] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=37.98%)
[2025-12-30T20:34:45.514867] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-30T20:34:45.515022] [INFO ] [sig       ] WDFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:45.664662] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WDFC.txt
[2025-12-30T20:34:45.664809] [INFO ] [sig       ] [3420/3539] Completed WDFC in 0.4s | 2.90 sym/s | Total: 19.7m | ETA: 41.1s
[2025-12-30T20:34:45.664850] [INFO ] [sig       ] [3421/3539] Forecasting WDH...
[2025-12-30T20:34:45.664878] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-30T20:34:45.664908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-30T20:34:45.675952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-30T20:34:45.676273] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-30T20:34:45.677142] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-30T20:34:45.677197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:45.677229] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:45.677257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:45.677315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:45.737332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:45.738144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:45.738229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:45.738264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:45.854686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:45.854841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:45.854883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:45.854912] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:45.858279] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-30T20:34:45.858549] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-30T20:34:45.858709] [INFO ] [sig       ] WDH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:45.997265] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WDH.txt
[2025-12-30T20:34:45.997396] [INFO ] [sig       ] [3421/3539] Completed WDH in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 40.8s
[2025-12-30T20:34:45.997433] [INFO ] [sig       ] [3422/3539] Forecasting WDI...
[2025-12-30T20:34:45.997463] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-30T20:34:45.997492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-30T20:34:46.008532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-30T20:34:46.008888] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-30T20:34:46.009662] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-30T20:34:46.009714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:46.009745] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:46.009781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:46.009853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:46.066203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:46.066848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:46.066926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:46.066958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:46.185394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:46.185524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:46.185562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:46.185608] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:46.188834] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-30T20:34:46.189099] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-30T20:34:46.189217] [INFO ] [sig       ] WDI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:46.328233] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WDI.txt
[2025-12-30T20:34:46.328354] [INFO ] [sig       ] [3422/3539] Completed WDI in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 40.4s
[2025-12-30T20:34:46.328392] [INFO ] [sig       ] [3423/3539] Forecasting WDS...
[2025-12-30T20:34:46.328422] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-30T20:34:46.328453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-30T20:34:46.339426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-30T20:34:46.339701] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-30T20:34:46.340460] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-30T20:34:46.340512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:46.340543] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:46.340585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:46.340645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:46.397702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:46.398288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:46.398366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:46.398398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:46.517513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:46.517695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:46.517742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:46.517808] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:46.521438] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-30T20:34:46.521773] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-30T20:34:46.521928] [INFO ] [sig       ] WDS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:46.667106] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WDS.txt
[2025-12-30T20:34:46.667268] [INFO ] [sig       ] [3423/3539] Completed WDS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 40.1s
[2025-12-30T20:34:46.667308] [INFO ] [sig       ] [3424/3539] Forecasting WEA...
[2025-12-30T20:34:46.667339] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-30T20:34:46.667370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-30T20:34:46.678305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-30T20:34:46.678658] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-30T20:34:46.679460] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-30T20:34:46.679526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:46.679559] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:46.679605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:46.679665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:46.737017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:46.737882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:46.737968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:46.738002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:46.863509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:46.863695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:46.863739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:46.863769] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:46.867424] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-30T20:34:46.867823] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-30T20:34:46.867972] [INFO ] [sig       ] WEA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:47.008970] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WEA.txt
[2025-12-30T20:34:47.009126] [INFO ] [sig       ] [3424/3539] Completed WEA in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 39.7s
[2025-12-30T20:34:47.009167] [INFO ] [sig       ] [3425/3539] Forecasting WEC...
[2025-12-30T20:34:47.009196] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-30T20:34:47.009226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-30T20:34:47.020742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-30T20:34:47.021117] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-30T20:34:47.021997] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-30T20:34:47.022053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:47.022084] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:47.022111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:47.022168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:47.081122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:47.082009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:47.082098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:47.082133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:47.203223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:47.203384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:47.203425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:47.203454] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:47.206787] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=51.27%)
[2025-12-30T20:34:47.207062] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-30T20:34:47.207186] [INFO ] [sig       ] WEC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:47.349349] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WEC.txt
[2025-12-30T20:34:47.349506] [INFO ] [sig       ] [3425/3539] Completed WEC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 39.4s
[2025-12-30T20:34:47.349545] [INFO ] [sig       ] [3426/3539] Forecasting WEN...
[2025-12-30T20:34:47.349594] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-30T20:34:47.349630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-30T20:34:47.361256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-30T20:34:47.361649] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-30T20:34:47.362497] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-30T20:34:47.362551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:47.362614] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:47.362648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:47.362706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:47.420501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:47.421378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:47.421470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:47.421502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:47.539458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:47.539632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:47.539674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:47.539702] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:47.543375] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-30T20:34:47.543664] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-30T20:34:47.543785] [INFO ] [sig       ] WEN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:47.683780] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WEN.txt
[2025-12-30T20:34:47.683912] [INFO ] [sig       ] [3426/3539] Completed WEN in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 39.0s
[2025-12-30T20:34:47.683951] [INFO ] [sig       ] [3427/3539] Forecasting WERN...
[2025-12-30T20:34:47.683979] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-30T20:34:47.684009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-30T20:34:47.694723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-30T20:34:47.695006] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-30T20:34:47.695839] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-30T20:34:47.695891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:47.695924] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:47.695951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:47.696009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:47.755235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:47.756080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:47.756171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:47.756204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:47.870462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:47.870643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:47.870687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:47.870715] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:47.874158] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-30T20:34:47.874480] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-30T20:34:47.874634] [INFO ] [sig       ] WERN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:48.019140] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WERN.txt
[2025-12-30T20:34:48.019301] [INFO ] [sig       ] [3427/3539] Completed WERN in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 38.7s
[2025-12-30T20:34:48.019342] [INFO ] [sig       ] [3428/3539] Forecasting WES...
[2025-12-30T20:34:48.019372] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-30T20:34:48.019402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-30T20:34:48.030606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-30T20:34:48.030973] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-30T20:34:48.031755] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-30T20:34:48.031807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:48.031839] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:48.031865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:48.031923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:48.088758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:48.089614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:48.089700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:48.089732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:48.204858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:48.205016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:48.205058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:48.205090] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:48.208408] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-30T20:34:48.208726] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-30T20:34:48.208850] [INFO ] [sig       ] WES: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:48.351772] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WES.txt
[2025-12-30T20:34:48.351896] [INFO ] [sig       ] [3428/3539] Completed WES in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 38.3s
[2025-12-30T20:34:48.351934] [INFO ] [sig       ] [3429/3539] Forecasting WEX...
[2025-12-30T20:34:48.351964] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-30T20:34:48.351993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-30T20:34:48.363225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-30T20:34:48.363548] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-30T20:34:48.364330] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-30T20:34:48.364383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:48.364413] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:48.364438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:48.364494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:48.420719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:48.421378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:48.421457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:48.421488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:48.539281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:48.539384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:48.539422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:48.539451] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:48.542816] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-30T20:34:48.543128] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-30T20:34:48.543261] [INFO ] [sig       ] WEX: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:48.684808] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WEX.txt
[2025-12-30T20:34:48.684933] [INFO ] [sig       ] [3429/3539] Completed WEX in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 38.0s
[2025-12-30T20:34:48.684971] [INFO ] [sig       ] [3430/3539] Forecasting WEYS...
[2025-12-30T20:34:48.684999] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-30T20:34:48.685029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-30T20:34:48.695297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-30T20:34:48.695644] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-30T20:34:48.696399] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-30T20:34:48.696451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:48.696482] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:48.696508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:48.696564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:48.753486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:48.754109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:48.754211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:48.754245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:48.856611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:48.856756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:48.856796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:48.856824] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:48.860201] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-30T20:34:48.860468] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-30T20:34:48.860609] [INFO ] [sig       ] WEYS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:49.001840] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WEYS.txt
[2025-12-30T20:34:49.001952] [INFO ] [sig       ] [3430/3539] Completed WEYS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 37.6s
[2025-12-30T20:34:49.001989] [INFO ] [sig       ] [3431/3539] Forecasting WF...
[2025-12-30T20:34:49.002019] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-30T20:34:49.002049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-30T20:34:49.013458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-30T20:34:49.013747] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-30T20:34:49.014499] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-30T20:34:49.014551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:49.014602] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:49.014631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:49.014689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:49.071714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:49.072340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:49.072418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:49.072451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:49.194814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:49.194986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:49.195027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:49.195055] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:49.198383] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-30T20:34:49.198678] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-30T20:34:49.198848] [INFO ] [sig       ] WF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:49.340703] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WF.txt
[2025-12-30T20:34:49.340827] [INFO ] [sig       ] [3431/3539] Completed WF in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 37.3s
[2025-12-30T20:34:49.340866] [INFO ] [sig       ] [3432/3539] Forecasting WFC...
[2025-12-30T20:34:49.340896] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-30T20:34:49.340925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-30T20:34:49.352227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-30T20:34:49.352488] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-30T20:34:49.353250] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-30T20:34:49.353301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:49.353332] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:49.353357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:49.353414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:49.410765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:49.411390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:49.411468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:49.411500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:49.538086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:49.538237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:49.538278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:49.538307] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:49.542015] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-30T20:34:49.542323] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-30T20:34:49.542466] [INFO ] [sig       ] WFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:49.683410] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WFC.txt
[2025-12-30T20:34:49.683536] [INFO ] [sig       ] [3432/3539] Completed WFC in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 37.0s
[2025-12-30T20:34:49.683591] [INFO ] [sig       ] [3433/3539] Forecasting WFG...
[2025-12-30T20:34:49.683622] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-30T20:34:49.683651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-30T20:34:49.696364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-30T20:34:49.696835] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-30T20:34:49.697733] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-30T20:34:49.697787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:49.697821] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:49.697850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:49.697909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:49.757177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:49.758204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:49.758307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:49.758343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:49.888323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:49.888478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:49.888520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:49.888549] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:49.891988] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-30T20:34:49.892268] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-30T20:34:49.892392] [INFO ] [sig       ] WFG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:50.042842] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WFG.txt
[2025-12-30T20:34:50.043030] [INFO ] [sig       ] [3433/3539] Completed WFG in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 36.6s
[2025-12-30T20:34:50.043073] [INFO ] [sig       ] [3434/3539] Forecasting WFRD...
[2025-12-30T20:34:50.043106] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-30T20:34:50.043139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-30T20:34:50.054823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-30T20:34:50.055230] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-30T20:34:50.056086] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-30T20:34:50.056145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:50.056176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:50.056203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:50.056260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:50.116970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:50.117923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:50.118021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:50.118055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:50.237687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:50.237848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:50.237890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:50.237921] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:50.241422] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-30T20:34:50.241719] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-30T20:34:50.241843] [INFO ] [sig       ] WFRD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:50.390097] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WFRD.txt
[2025-12-30T20:34:50.390232] [INFO ] [sig       ] [3434/3539] Completed WFRD in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 36.3s
[2025-12-30T20:34:50.390271] [INFO ] [sig       ] [3435/3539] Forecasting WGMI...
[2025-12-30T20:34:50.390300] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-30T20:34:50.390330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-30T20:34:50.402234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-30T20:34:50.402585] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-30T20:34:50.403410] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-30T20:34:50.403463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:50.403507] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:50.403536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:50.403610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:50.461624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:50.462245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:50.462327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:50.462358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:50.585183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:50.585339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:50.585384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:50.585413] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:50.588833] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2025-12-30T20:34:50.589119] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-30T20:34:50.589249] [INFO ] [sig       ] WGMI: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:50.727447] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WGMI.txt
[2025-12-30T20:34:50.727633] [INFO ] [sig       ] [3435/3539] Completed WGMI in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 35.9s
[2025-12-30T20:34:50.727697] [INFO ] [sig       ] [3436/3539] Forecasting WGO...
[2025-12-30T20:34:50.727727] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-30T20:34:50.727759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-30T20:34:50.739107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-30T20:34:50.739432] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-30T20:34:50.740254] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-30T20:34:50.740307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:50.740340] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:50.740366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:50.740424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:50.796983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:50.797736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:50.797823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:50.797855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:50.915848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:50.916001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:50.916042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:50.916071] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:50.919379] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-30T20:34:50.919667] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-30T20:34:50.919790] [INFO ] [sig       ] WGO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:51.070007] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WGO.txt
[2025-12-30T20:34:51.070170] [INFO ] [sig       ] [3436/3539] Completed WGO in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 35.6s
[2025-12-30T20:34:51.070219] [INFO ] [sig       ] [3437/3539] Forecasting WGS...
[2025-12-30T20:34:51.070251] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-30T20:34:51.070283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-30T20:34:51.081535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-30T20:34:51.081901] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-30T20:34:51.082720] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-30T20:34:51.082774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:51.082833] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:51.082863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:51.082924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:51.149470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:51.150354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:51.150442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:51.150476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:51.278517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:51.278715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:51.278762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:51.278792] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:51.282318] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-30T20:34:51.282633] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-30T20:34:51.282771] [INFO ] [sig       ] WGS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:51.433716] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WGS.txt
[2025-12-30T20:34:51.433875] [INFO ] [sig       ] [3437/3539] Completed WGS in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 35.2s
[2025-12-30T20:34:51.433915] [INFO ] [sig       ] [3438/3539] Forecasting WH...
[2025-12-30T20:34:51.433944] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-30T20:34:51.433975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-30T20:34:51.445085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-30T20:34:51.445411] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-30T20:34:51.446202] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-30T20:34:51.446255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:51.446286] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:51.446312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:51.446369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:51.502906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:51.503803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:51.503918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:51.503952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:51.624376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:51.624530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:51.624589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:51.624621] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:51.627933] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-30T20:34:51.628218] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-30T20:34:51.628343] [INFO ] [sig       ] WH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:51.779452] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WH.txt
[2025-12-30T20:34:51.779613] [INFO ] [sig       ] [3438/3539] Completed WH in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.9s
[2025-12-30T20:34:51.779658] [INFO ] [sig       ] [3439/3539] Forecasting WHD...
[2025-12-30T20:34:51.779697] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-30T20:34:51.779731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-30T20:34:51.791773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-30T20:34:51.792121] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-30T20:34:51.792942] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-30T20:34:51.792997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:51.793032] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:51.793061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:51.793120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:51.854687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:51.855475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:51.855559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:51.855612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:51.975562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:51.975763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:51.975806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:51.975836] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:51.979264] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-30T20:34:51.979540] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-30T20:34:51.979686] [INFO ] [sig       ] WHD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:52.127606] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WHD.txt
[2025-12-30T20:34:52.127774] [INFO ] [sig       ] [3439/3539] Completed WHD in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.5s
[2025-12-30T20:34:52.127813] [INFO ] [sig       ] [3440/3539] Forecasting WHF...
[2025-12-30T20:34:52.127842] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-30T20:34:52.127873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-30T20:34:52.138934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-30T20:34:52.139310] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-30T20:34:52.140140] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-30T20:34:52.140195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:52.140229] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:52.140264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:52.140337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:52.200798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:52.201698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:52.201784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:52.201818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:52.331410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:52.331584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:52.331631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:52.331660] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:52.335153] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-30T20:34:52.335437] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-30T20:34:52.335562] [INFO ] [sig       ] WHF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:52.476962] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WHF.txt
[2025-12-30T20:34:52.477106] [INFO ] [sig       ] [3440/3539] Completed WHF in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 34.2s
[2025-12-30T20:34:52.477146] [INFO ] [sig       ] [3441/3539] Forecasting WHG...
[2025-12-30T20:34:52.477176] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-30T20:34:52.477206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-30T20:34:52.488173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-30T20:34:52.488460] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-30T20:34:52.489389] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-30T20:34:52.489442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:52.489472] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:52.489498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:52.489556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:52.546528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:52.547318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:52.547402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:52.547434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:52.650078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:52.650233] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-30T20:34:52.650274] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:52.650301] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:52.653969] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-30T20:34:52.654240] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-30T20:34:52.654364] [INFO ] [sig       ] WHG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:52.798475] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WHG.txt
[2025-12-30T20:34:52.798658] [INFO ] [sig       ] [3441/3539] Completed WHG in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 33.8s
[2025-12-30T20:34:52.798734] [INFO ] [sig       ] [3442/3539] Forecasting WIA...
[2025-12-30T20:34:52.798766] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-30T20:34:52.798797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-30T20:34:52.811612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-30T20:34:52.812073] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-30T20:34:52.813050] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-30T20:34:52.813111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:52.813146] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:52.813173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:52.813231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:52.876005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:52.876935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:52.877029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:52.877084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:53.002325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:53.002490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:53.002535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:53.002600] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:53.006103] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-30T20:34:53.006408] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-30T20:34:53.006546] [INFO ] [sig       ] WIA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:53.181835] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WIA.txt
[2025-12-30T20:34:53.182067] [INFO ] [sig       ] [3442/3539] Completed WIA in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 33.5s
[2025-12-30T20:34:53.182138] [INFO ] [sig       ] [3443/3539] Forecasting WIMI...
[2025-12-30T20:34:53.182193] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-30T20:34:53.182249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-30T20:34:53.195985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-30T20:34:53.196411] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-30T20:34:53.197287] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-30T20:34:53.197344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:53.197378] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:53.197404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:53.197463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:53.257178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:53.258308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:53.258427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:53.258474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:53.399119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:53.399312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:53.399375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:53.399424] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:53.404631] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=50.03%)
[2025-12-30T20:34:53.405036] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-30T20:34:53.405222] [INFO ] [sig       ] WIMI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:53.615551] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WIMI.txt
[2025-12-30T20:34:53.615764] [INFO ] [sig       ] [3443/3539] Completed WIMI in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 33.2s
[2025-12-30T20:34:53.615810] [INFO ] [sig       ] [3444/3539] Forecasting WINA...
[2025-12-30T20:34:53.615844] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-30T20:34:53.615879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-30T20:34:53.628635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-30T20:34:53.629191] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-30T20:34:53.630398] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-30T20:34:53.630474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:53.630524] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:53.630569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:53.630689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:53.719149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:53.720093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:53.720188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:53.720238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:53.841643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:53.841827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:53.841879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:53.841909] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:53.845527] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-12-30T20:34:53.845872] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-30T20:34:53.846015] [INFO ] [sig       ] WINA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:54.000930] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WINA.txt
[2025-12-30T20:34:54.001097] [INFO ] [sig       ] [3444/3539] Completed WINA in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 32.8s
[2025-12-30T20:34:54.001137] [INFO ] [sig       ] [3445/3539] Forecasting WING...
[2025-12-30T20:34:54.001168] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-30T20:34:54.001199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-30T20:34:54.014051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-30T20:34:54.014408] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-30T20:34:54.015258] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-30T20:34:54.015314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:54.015346] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:54.015373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:54.015430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:54.074792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:54.075878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:54.075971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:54.076004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:54.211363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:54.211561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:54.211638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:54.211669] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:54.215130] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-30T20:34:54.215451] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-30T20:34:54.215615] [INFO ] [sig       ] WING: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:54.359627] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WING.txt
[2025-12-30T20:34:54.359759] [INFO ] [sig       ] [3445/3539] Completed WING in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 32.5s
[2025-12-30T20:34:54.359799] [INFO ] [sig       ] [3446/3539] Forecasting WINN...
[2025-12-30T20:34:54.359828] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-30T20:34:54.359859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-30T20:34:54.371100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-30T20:34:54.371401] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-30T20:34:54.372196] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-30T20:34:54.372260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:54.372298] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:54.372340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:54.372399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:54.431148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:54.431966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:54.432053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:54.432086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:54.553963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:54.554119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:54.554161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:54.554191] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:54.557714] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-30T20:34:54.557996] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-30T20:34:54.558120] [INFO ] [sig       ] WINN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:54.703712] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WINN.txt
[2025-12-30T20:34:54.703848] [INFO ] [sig       ] [3446/3539] Completed WINN in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 32.1s
[2025-12-30T20:34:54.703886] [INFO ] [sig       ] [3447/3539] Forecasting WIX...
[2025-12-30T20:34:54.703915] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-30T20:34:54.703945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-30T20:34:54.716806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-30T20:34:54.717140] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-30T20:34:54.717974] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-30T20:34:54.718028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:54.718061] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:54.718091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:54.718154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:54.776170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:54.776879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:54.776990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:54.777025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:54.898718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:54.898875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:54.898915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:54.898943] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:54.902330] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-30T20:34:54.902613] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-30T20:34:54.902735] [INFO ] [sig       ] WIX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:55.050342] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WIX.txt
[2025-12-30T20:34:55.050490] [INFO ] [sig       ] [3447/3539] Completed WIX in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 31.8s
[2025-12-30T20:34:55.050530] [INFO ] [sig       ] [3448/3539] Forecasting WK...
[2025-12-30T20:34:55.050562] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-30T20:34:55.050614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-30T20:34:55.061900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-30T20:34:55.062246] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-30T20:34:55.063088] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-30T20:34:55.063141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:55.063176] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:55.063203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:55.063262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:55.125144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:55.126069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:55.126160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:55.126194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:55.250030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:55.250193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:55.250236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:55.250266] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:55.253925] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-30T20:34:55.254218] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-30T20:34:55.254350] [INFO ] [sig       ] WK: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:55.401992] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WK.txt
[2025-12-30T20:34:55.402148] [INFO ] [sig       ] [3448/3539] Completed WK in 0.4s | 2.90 sym/s | Total: 19.8m | ETA: 31.4s
[2025-12-30T20:34:55.402189] [INFO ] [sig       ] [3449/3539] Forecasting WKC...
[2025-12-30T20:34:55.402219] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-30T20:34:55.402251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-30T20:34:55.413735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-30T20:34:55.414077] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-30T20:34:55.414892] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-30T20:34:55.414946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:55.414978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:55.415005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:55.415062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:55.473888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:55.474750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:55.474838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:55.474872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:55.599553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:55.599730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:55.599774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:55.599802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:55.603200] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-30T20:34:55.603488] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-30T20:34:55.603639] [INFO ] [sig       ] WKC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:55.745165] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WKC.txt
[2025-12-30T20:34:55.745323] [INFO ] [sig       ] [3449/3539] Completed WKC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 31.1s
[2025-12-30T20:34:55.745363] [INFO ] [sig       ] [3450/3539] Forecasting WKEY...
[2025-12-30T20:34:55.745393] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-30T20:34:55.745423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-30T20:34:55.756380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-30T20:34:55.756786] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-30T20:34:55.757612] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-30T20:34:55.757665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:55.757696] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:55.757723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:55.757780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:55.816712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:55.817561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:55.817666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:55.817701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:55.937995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:55.938163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:55.938205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:55.938233] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:55.941702] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-30T20:34:55.941983] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-30T20:34:55.942109] [INFO ] [sig       ] WKEY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:56.084318] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WKEY.txt
[2025-12-30T20:34:56.084544] [INFO ] [sig       ] [3450/3539] Completed WKEY in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.7s
[2025-12-30T20:34:56.084624] [INFO ] [sig       ] [3451/3539] Forecasting WKSP...
[2025-12-30T20:34:56.084686] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-30T20:34:56.084738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-30T20:34:56.097883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-30T20:34:56.098307] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-30T20:34:56.099224] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-30T20:34:56.099281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:56.099314] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:56.099341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:56.099399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:56.160719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:56.161630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:56.161720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:56.161753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:56.281184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:56.281344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:56.281385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:56.281413] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:56.284733] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-30T20:34:56.284999] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-30T20:34:56.285120] [INFO ] [sig       ] WKSP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:56.437469] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WKSP.txt
[2025-12-30T20:34:56.437665] [INFO ] [sig       ] [3451/3539] Completed WKSP in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 30.4s
[2025-12-30T20:34:56.437711] [INFO ] [sig       ] [3452/3539] Forecasting WLDN...
[2025-12-30T20:34:56.437742] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-30T20:34:56.437772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-30T20:34:56.449860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-30T20:34:56.450236] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-30T20:34:56.451069] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-30T20:34:56.451123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:56.451157] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:56.451185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:56.451254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:56.511370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:56.512269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:56.512358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:56.512392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:56.635001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:56.635159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:56.635201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:56.635229] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:56.638586] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-30T20:34:56.638886] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-30T20:34:56.639011] [INFO ] [sig       ] WLDN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:56.778950] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WLDN.txt
[2025-12-30T20:34:56.779079] [INFO ] [sig       ] [3452/3539] Completed WLDN in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 30.0s
[2025-12-30T20:34:56.779118] [INFO ] [sig       ] [3453/3539] Forecasting WLDS...
[2025-12-30T20:34:56.779147] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-30T20:34:56.779177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-30T20:34:56.790961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-30T20:34:56.791219] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-30T20:34:56.791982] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-30T20:34:56.792033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:56.792065] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:56.792091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:56.792148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:56.848967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:56.849638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:56.849716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:56.849749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:56.962558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:56.962746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:56.962788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:56.962817] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:56.966213] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-30T20:34:56.966504] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-30T20:34:56.966652] [INFO ] [sig       ] WLDS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:57.107805] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WLDS.txt
[2025-12-30T20:34:57.107960] [INFO ] [sig       ] [3453/3539] Completed WLDS in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.7s
[2025-12-30T20:34:57.108002] [INFO ] [sig       ] [3454/3539] Forecasting WLFC...
[2025-12-30T20:34:57.108032] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-30T20:34:57.108063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-30T20:34:57.120463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-30T20:34:57.120823] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-30T20:34:57.121683] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-30T20:34:57.121741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:57.121821] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:57.121850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:57.121924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:57.182989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:57.183890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:57.183976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:57.184009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:57.299567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:57.299742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:57.299782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:57.299811] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:57.303119] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-30T20:34:57.303389] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-30T20:34:57.303510] [INFO ] [sig       ] WLFC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:57.443817] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WLFC.txt
[2025-12-30T20:34:57.443969] [INFO ] [sig       ] [3454/3539] Completed WLFC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.4s
[2025-12-30T20:34:57.444010] [INFO ] [sig       ] [3455/3539] Forecasting WLK...
[2025-12-30T20:34:57.444039] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-30T20:34:57.444071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-30T20:34:57.455463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-30T20:34:57.455850] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-30T20:34:57.456669] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-30T20:34:57.456723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:57.456756] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:57.456784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:57.456843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:57.516806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:57.517714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:57.517806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:57.517839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:57.638300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:57.638480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:57.638523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:57.638551] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:57.642165] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-30T20:34:57.642528] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-30T20:34:57.642696] [INFO ] [sig       ] WLK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:57.783520] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WLK.txt
[2025-12-30T20:34:57.783664] [INFO ] [sig       ] [3455/3539] Completed WLK in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 29.0s
[2025-12-30T20:34:57.783706] [INFO ] [sig       ] [3456/3539] Forecasting WLKP...
[2025-12-30T20:34:57.783735] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-30T20:34:57.783765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-30T20:34:57.794887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-30T20:34:57.795164] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-30T20:34:57.795975] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-30T20:34:57.796028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:57.796062] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:57.796089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:57.796147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:57.856271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:57.857116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:57.857205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:57.857243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:57.972616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:57.972775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:57.972817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:57.972845] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:57.976195] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-30T20:34:57.976460] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-30T20:34:57.976615] [INFO ] [sig       ] WLKP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:58.117476] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WLKP.txt
[2025-12-30T20:34:58.117624] [INFO ] [sig       ] [3456/3539] Completed WLKP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 28.7s
[2025-12-30T20:34:58.117665] [INFO ] [sig       ] [3457/3539] Forecasting WMG...
[2025-12-30T20:34:58.117694] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-30T20:34:58.117725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-30T20:34:58.129701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-30T20:34:58.130035] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-30T20:34:58.130885] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-30T20:34:58.130940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:58.130973] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:58.131000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:58.131058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:58.189263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:58.189922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:58.190019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:58.190055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:58.314017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:58.314178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:58.314219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:58.314321] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:58.319030] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-12-30T20:34:58.319387] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-30T20:34:58.319535] [INFO ] [sig       ] WMG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:58.461049] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WMG.txt
[2025-12-30T20:34:58.461180] [INFO ] [sig       ] [3457/3539] Completed WMG in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 28.3s
[2025-12-30T20:34:58.461220] [INFO ] [sig       ] [3458/3539] Forecasting WMK...
[2025-12-30T20:34:58.461249] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-30T20:34:58.461280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-30T20:34:58.472378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-30T20:34:58.472692] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-30T20:34:58.473524] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-30T20:34:58.473608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:58.473647] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:58.473675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:58.473734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:58.532330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:58.533025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:58.533105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:58.533138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:58.651988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:58.652148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:58.652189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:58.652217] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:58.655641] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-30T20:34:58.655939] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-30T20:34:58.656072] [INFO ] [sig       ] WMK: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:58.796932] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WMK.txt
[2025-12-30T20:34:58.797070] [INFO ] [sig       ] [3458/3539] Completed WMK in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 28.0s
[2025-12-30T20:34:58.797111] [INFO ] [sig       ] [3459/3539] Forecasting WMS...
[2025-12-30T20:34:58.797140] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-30T20:34:58.797170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-30T20:34:58.808208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-30T20:34:58.808518] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-30T20:34:58.809312] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-30T20:34:58.809379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:58.809410] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:58.809437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:58.809494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:58.867357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:58.867994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:58.868074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:58.868108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:58.983897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:58.984052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:58.984092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:58.984121] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:58.987416] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-30T20:34:58.987704] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-30T20:34:58.987827] [INFO ] [sig       ] WMS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:34:59.128929] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WMS.txt
[2025-12-30T20:34:59.129081] [INFO ] [sig       ] [3459/3539] Completed WMS in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 27.6s
[2025-12-30T20:34:59.129121] [INFO ] [sig       ] [3460/3539] Forecasting WNC...
[2025-12-30T20:34:59.129151] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-30T20:34:59.129183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-30T20:34:59.140718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-30T20:34:59.141038] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-30T20:34:59.141843] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-30T20:34:59.141896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:59.141927] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:59.141953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:59.142013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:59.202253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:59.203138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:59.203226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:59.203260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:59.323076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:59.323234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:59.323274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:59.323302] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:59.326698] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-30T20:34:59.327009] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-30T20:34:59.327141] [INFO ] [sig       ] WNC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:59.467375] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WNC.txt
[2025-12-30T20:34:59.467520] [INFO ] [sig       ] [3460/3539] Completed WNC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 27.3s
[2025-12-30T20:34:59.467561] [INFO ] [sig       ] [3461/3539] Forecasting WNEB...
[2025-12-30T20:34:59.467616] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-30T20:34:59.467651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-30T20:34:59.478922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-30T20:34:59.479212] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-30T20:34:59.480025] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-30T20:34:59.480078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:59.480111] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:59.480137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:59.480195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:59.539708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:59.540323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:59.540402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:59.540436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:59.657480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:59.657669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:59.657711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:59.657739] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:59.661119] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-30T20:34:59.661398] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-30T20:34:59.661529] [INFO ] [sig       ] WNEB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:34:59.802724] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WNEB.txt
[2025-12-30T20:34:59.802879] [INFO ] [sig       ] [3461/3539] Completed WNEB in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 26.9s
[2025-12-30T20:34:59.802934] [INFO ] [sig       ] [3462/3539] Forecasting WOOD...
[2025-12-30T20:34:59.802965] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-30T20:34:59.802996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-30T20:34:59.814020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-30T20:34:59.814366] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-30T20:34:59.815151] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-30T20:34:59.815203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:34:59.815235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:34:59.815261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:34:59.815319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:34:59.875367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:34:59.876228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:34:59.876313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:34:59.876347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:34:59.979010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:34:59.979170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:34:59.979209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:34:59.979237] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:34:59.982626] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-30T20:34:59.982918] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-30T20:34:59.983045] [INFO ] [sig       ] WOOD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:00.124336] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WOOD.txt
[2025-12-30T20:35:00.124493] [INFO ] [sig       ] [3462/3539] Completed WOOD in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 26.6s
[2025-12-30T20:35:00.124540] [INFO ] [sig       ] [3463/3539] Forecasting WOOF...
[2025-12-30T20:35:00.124591] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-30T20:35:00.124626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-30T20:35:00.136223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-30T20:35:00.136632] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-30T20:35:00.137402] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-30T20:35:00.137454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:00.137486] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:00.137512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:00.137586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:00.197770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:00.198664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:00.198775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:00.198810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:00.326688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:00.326838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:00.326901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:00.326952] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:00.331984] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-30T20:35:00.332359] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-30T20:35:00.332530] [INFO ] [sig       ] WOOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:00.579164] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WOOF.txt
[2025-12-30T20:35:00.579368] [INFO ] [sig       ] [3463/3539] Completed WOOF in 0.5s | 2.90 sym/s | Total: 19.9m | ETA: 26.2s
[2025-12-30T20:35:00.579431] [INFO ] [sig       ] [3464/3539] Forecasting WPC...
[2025-12-30T20:35:00.579476] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-30T20:35:00.579522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-30T20:35:00.594544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-30T20:35:00.595003] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-30T20:35:00.596150] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-30T20:35:00.596221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:00.596275] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:00.596325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:00.596423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:00.695915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:00.697043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:00.697215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:00.697277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:00.838372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:00.838510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:00.838551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:00.838599] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:00.842005] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-12-30T20:35:00.842282] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-30T20:35:00.842431] [INFO ] [sig       ] WPC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:00.984024] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WPC.txt
[2025-12-30T20:35:00.984203] [INFO ] [sig       ] [3464/3539] Completed WPC in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 25.9s
[2025-12-30T20:35:00.984246] [INFO ] [sig       ] [3465/3539] Forecasting WPP...
[2025-12-30T20:35:00.984276] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-30T20:35:00.984307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-30T20:35:00.995527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-30T20:35:00.995806] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-30T20:35:00.996556] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-30T20:35:00.996626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:00.996658] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:00.996684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:00.996742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:01.054673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:01.055516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:01.055621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:01.055657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:01.173344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:01.173510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:01.173551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:01.173601] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:01.177063] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-30T20:35:01.177404] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-30T20:35:01.177538] [INFO ] [sig       ] WPP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:01.320761] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WPP.txt
[2025-12-30T20:35:01.320921] [INFO ] [sig       ] [3465/3539] Completed WPP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 25.6s
[2025-12-30T20:35:01.320962] [INFO ] [sig       ] [3466/3539] Forecasting WRAP...
[2025-12-30T20:35:01.320992] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-30T20:35:01.321022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-30T20:35:01.333043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-30T20:35:01.333429] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-30T20:35:01.334220] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-30T20:35:01.334274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:01.334305] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:01.334331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:01.334388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:01.391792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:01.392703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:01.392792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:01.392825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:01.509144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:01.509312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:01.509391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:01.509427] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:01.512811] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-30T20:35:01.513129] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-30T20:35:01.513262] [INFO ] [sig       ] WRAP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:01.660094] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WRAP.txt
[2025-12-30T20:35:01.660257] [INFO ] [sig       ] [3466/3539] Completed WRAP in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 25.2s
[2025-12-30T20:35:01.660299] [INFO ] [sig       ] [3467/3539] Forecasting WRB...
[2025-12-30T20:35:01.660328] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-30T20:35:01.660358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-30T20:35:01.672985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-30T20:35:01.673387] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-30T20:35:01.674215] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-30T20:35:01.674270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:01.674303] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:01.674329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:01.674386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:01.736586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:01.737462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:01.737590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:01.737628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:01.859109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:01.859277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:01.859319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:01.859349] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:01.862915] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-30T20:35:01.863231] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-30T20:35:01.863372] [INFO ] [sig       ] WRB: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:02.010687] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WRB.txt
[2025-12-30T20:35:02.010881] [INFO ] [sig       ] [3467/3539] Completed WRB in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 24.9s
[2025-12-30T20:35:02.010923] [INFO ] [sig       ] [3468/3539] Forecasting WRBY...
[2025-12-30T20:35:02.010953] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-30T20:35:02.010984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-30T20:35:02.023619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-30T20:35:02.024050] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-30T20:35:02.024859] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-30T20:35:02.024911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:02.024944] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:02.024971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:02.025028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:02.084760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:02.085697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:02.085805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:02.085842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:02.208303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:02.208472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:02.208514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:02.208544] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:02.212086] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-30T20:35:02.212430] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-30T20:35:02.212590] [INFO ] [sig       ] WRBY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:02.358384] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WRBY.txt
[2025-12-30T20:35:02.358540] [INFO ] [sig       ] [3468/3539] Completed WRBY in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.5s
[2025-12-30T20:35:02.358605] [INFO ] [sig       ] [3469/3539] Forecasting WRLD...
[2025-12-30T20:35:02.358637] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-30T20:35:02.358668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-30T20:35:02.370889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-30T20:35:02.371251] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-30T20:35:02.372066] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-30T20:35:02.372120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:02.372153] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:02.372181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:02.372239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:02.429566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:02.430256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:02.430340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:02.430372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:02.547567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:02.547759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:02.547807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:02.547837] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:02.551296] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-30T20:35:02.551689] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-30T20:35:02.551842] [INFO ] [sig       ] WRLD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:02.696461] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WRLD.txt
[2025-12-30T20:35:02.696625] [INFO ] [sig       ] [3469/3539] Completed WRLD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 24.2s
[2025-12-30T20:35:02.696668] [INFO ] [sig       ] [3470/3539] Forecasting WSBC...
[2025-12-30T20:35:02.696698] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-30T20:35:02.696728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-30T20:35:02.707949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-30T20:35:02.708300] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-30T20:35:02.709182] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-30T20:35:02.709237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:02.709281] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:02.709311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:02.709370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:02.772936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:02.773918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:02.774024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:02.774060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:02.900910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:02.901073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:02.901116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:02.901146] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:02.904554] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-30T20:35:02.904879] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-30T20:35:02.905014] [INFO ] [sig       ] WSBC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:03.053520] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WSBC.txt
[2025-12-30T20:35:03.053727] [INFO ] [sig       ] [3470/3539] Completed WSBC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 23.8s
[2025-12-30T20:35:03.053793] [INFO ] [sig       ] [3471/3539] Forecasting WSBF...
[2025-12-30T20:35:03.053826] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-30T20:35:03.053859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-30T20:35:03.066229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-30T20:35:03.066682] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-30T20:35:03.067526] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-30T20:35:03.067603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:03.067687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:03.067727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:03.067811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:03.129328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:03.130304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:03.130453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:03.130497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:03.249236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:03.249400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:03.249440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:03.249468] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:03.252828] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-30T20:35:03.253112] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-30T20:35:03.253241] [INFO ] [sig       ] WSBF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:03.398655] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WSBF.txt
[2025-12-30T20:35:03.398832] [INFO ] [sig       ] [3471/3539] Completed WSBF in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 23.5s
[2025-12-30T20:35:03.398873] [INFO ] [sig       ] [3472/3539] Forecasting WSC...
[2025-12-30T20:35:03.398903] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-30T20:35:03.398933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-30T20:35:03.410570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-30T20:35:03.410981] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-30T20:35:03.411873] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-30T20:35:03.411927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:03.411960] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:03.411986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:03.412044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:03.472564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:03.473445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:03.473546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:03.473604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:03.604129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:03.604297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:03.604341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:03.604370] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:03.607927] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-30T20:35:03.608259] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-30T20:35:03.608395] [INFO ] [sig       ] WSC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:03.757643] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WSC.txt
[2025-12-30T20:35:03.757800] [INFO ] [sig       ] [3472/3539] Completed WSC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 23.1s
[2025-12-30T20:35:03.757840] [INFO ] [sig       ] [3473/3539] Forecasting WSFS...
[2025-12-30T20:35:03.757870] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-30T20:35:03.757900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-30T20:35:03.769535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-30T20:35:03.769950] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-30T20:35:03.770826] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-30T20:35:03.770880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:03.770912] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:03.770939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:03.770998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:03.831614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:03.832535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:03.832650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:03.832685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:03.946953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:03.947113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:03.947155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:03.947183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:03.950912] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-30T20:35:03.951192] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-30T20:35:03.951317] [INFO ] [sig       ] WSFS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:04.093897] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WSFS.txt
[2025-12-30T20:35:04.094050] [INFO ] [sig       ] [3473/3539] Completed WSFS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.8s
[2025-12-30T20:35:04.094089] [INFO ] [sig       ] [3474/3539] Forecasting WSM...
[2025-12-30T20:35:04.094125] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-30T20:35:04.094158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-30T20:35:04.105680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-30T20:35:04.106047] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-30T20:35:04.106920] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-30T20:35:04.106973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:04.107006] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:04.107033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:04.107091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:04.167744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:04.168605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:04.168712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:04.168749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:04.287289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:04.287448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:04.287488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:04.287786] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:04.291389] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-30T20:35:04.291879] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-30T20:35:04.292011] [INFO ] [sig       ] WSM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:04.436120] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WSM.txt
[2025-12-30T20:35:04.436274] [INFO ] [sig       ] [3474/3539] Completed WSM in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.5s
[2025-12-30T20:35:04.436315] [INFO ] [sig       ] [3475/3539] Forecasting WSO...
[2025-12-30T20:35:04.436346] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-30T20:35:04.436378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-30T20:35:04.447889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-30T20:35:04.448231] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-30T20:35:04.449097] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-30T20:35:04.449153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:04.449184] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:04.449212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:04.449270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:04.509617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:04.510433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:04.510523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:04.510558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:04.629876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:04.630037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:04.630077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:04.630105] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:04.633404] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-30T20:35:04.633698] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-30T20:35:04.633826] [INFO ] [sig       ] WSO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:04.775366] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WSO.txt
[2025-12-30T20:35:04.775519] [INFO ] [sig       ] [3475/3539] Completed WSO in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 22.1s
[2025-12-30T20:35:04.775558] [INFO ] [sig       ] [3476/3539] Forecasting WTBA...
[2025-12-30T20:35:04.775608] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-30T20:35:04.775639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-30T20:35:04.787049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-30T20:35:04.787402] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-30T20:35:04.788211] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-30T20:35:04.788265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:04.788296] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:04.788322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:04.788381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:04.848526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:04.849415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:04.849507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:04.849542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:04.964270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:04.964432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:04.964473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:04.964501] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:04.967881] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-30T20:35:04.968198] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-30T20:35:04.968333] [INFO ] [sig       ] WTBA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:05.110689] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WTBA.txt
[2025-12-30T20:35:05.110851] [INFO ] [sig       ] [3476/3539] Completed WTBA in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 21.8s
[2025-12-30T20:35:05.110891] [INFO ] [sig       ] [3477/3539] Forecasting WTFC...
[2025-12-30T20:35:05.110921] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-30T20:35:05.110952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-30T20:35:05.122592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-30T20:35:05.122973] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-30T20:35:05.123744] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-30T20:35:05.123795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:05.123826] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:05.123852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:05.123910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:05.181844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:05.182707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:05.182803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:05.182836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:05.301288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:05.301446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:05.301488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:05.301537] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:05.304935] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-30T20:35:05.305230] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-30T20:35:05.305356] [INFO ] [sig       ] WTFC: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:05.449476] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WTFC.txt
[2025-12-30T20:35:05.449654] [INFO ] [sig       ] [3477/3539] Completed WTFC in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 21.4s
[2025-12-30T20:35:05.449695] [INFO ] [sig       ] [3478/3539] Forecasting WTI...
[2025-12-30T20:35:05.449726] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-30T20:35:05.449757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-30T20:35:05.462126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-30T20:35:05.462544] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-30T20:35:05.463367] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-30T20:35:05.463422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:05.463455] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:05.463482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:05.463540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:05.524076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:05.524967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:05.525062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:05.525096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:05.641081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:05.641241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:05.641282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:05.641310] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:05.644662] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-30T20:35:05.644937] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-30T20:35:05.645062] [INFO ] [sig       ] WTI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:05.785964] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WTI.txt
[2025-12-30T20:35:05.786120] [INFO ] [sig       ] [3478/3539] Completed WTI in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 21.1s
[2025-12-30T20:35:05.786161] [INFO ] [sig       ] [3479/3539] Forecasting WTRG...
[2025-12-30T20:35:05.786190] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-30T20:35:05.786222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-30T20:35:05.797702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-30T20:35:05.798084] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-30T20:35:05.798937] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-30T20:35:05.798992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:05.799024] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:05.799051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:05.799109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:05.859411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:05.860276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:05.860367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:05.860418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:05.980378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:05.980536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:05.980593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:05.980624] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:05.983996] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-30T20:35:05.984265] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-30T20:35:05.984385] [INFO ] [sig       ] WTRG: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:06.128202] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WTRG.txt
[2025-12-30T20:35:06.128389] [INFO ] [sig       ] [3479/3539] Completed WTRG in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 20.7s
[2025-12-30T20:35:06.128432] [INFO ] [sig       ] [3480/3539] Forecasting WTS...
[2025-12-30T20:35:06.128463] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-30T20:35:06.128494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-30T20:35:06.140337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-30T20:35:06.140742] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-30T20:35:06.141502] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-30T20:35:06.141554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:06.141607] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:06.141636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:06.141693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:06.198566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:06.199481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:06.199613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:06.199649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:06.321017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:06.321182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:06.321223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:06.321252] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:06.324638] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-30T20:35:06.324952] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-30T20:35:06.325086] [INFO ] [sig       ] WTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:06.466564] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WTS.txt
[2025-12-30T20:35:06.466745] [INFO ] [sig       ] [3480/3539] Completed WTS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 20.4s
[2025-12-30T20:35:06.466784] [INFO ] [sig       ] [3481/3539] Forecasting WULF...
[2025-12-30T20:35:06.466812] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-30T20:35:06.466843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-30T20:35:06.478436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-30T20:35:06.478828] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-30T20:35:06.479616] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-30T20:35:06.479668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:06.479699] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:06.479726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:06.479813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:06.536758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:06.537641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:06.537775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:06.537809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:06.655871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:06.656032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:06.656074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:06.656104] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:06.659448] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-30T20:35:06.659749] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-30T20:35:06.659877] [INFO ] [sig       ] WULF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:06.801735] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WULF.txt
[2025-12-30T20:35:06.801894] [INFO ] [sig       ] [3481/3539] Completed WULF in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 20.0s
[2025-12-30T20:35:06.801933] [INFO ] [sig       ] [3482/3539] Forecasting WVE...
[2025-12-30T20:35:06.801963] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-30T20:35:06.801994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-30T20:35:06.813504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-30T20:35:06.814129] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-30T20:35:06.815136] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-30T20:35:06.815189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:06.815219] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:06.815245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:06.815302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:06.876269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:06.877330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:06.877417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:06.877450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:07.000655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:07.000820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:07.000861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:07.000889] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:07.004236] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-30T20:35:07.004521] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-30T20:35:07.004668] [INFO ] [sig       ] WVE: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:07.148462] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WVE.txt
[2025-12-30T20:35:07.148641] [INFO ] [sig       ] [3482/3539] Completed WVE in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 19.7s
[2025-12-30T20:35:07.148682] [INFO ] [sig       ] [3483/3539] Forecasting WWD...
[2025-12-30T20:35:07.148727] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-30T20:35:07.148759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-30T20:35:07.161880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-30T20:35:07.162262] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-30T20:35:07.163080] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-30T20:35:07.163133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:07.163164] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:07.163190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:07.163248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:07.220961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:07.221815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:07.221902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:07.221935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:07.340377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:07.340539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:07.340598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:07.340628] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:07.343994] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-30T20:35:07.344298] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-30T20:35:07.344429] [INFO ] [sig       ] WWD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:07.493115] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WWD.txt
[2025-12-30T20:35:07.493272] [INFO ] [sig       ] [3483/3539] Completed WWD in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 19.3s
[2025-12-30T20:35:07.493311] [INFO ] [sig       ] [3484/3539] Forecasting WY...
[2025-12-30T20:35:07.493342] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-30T20:35:07.493373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-30T20:35:07.505058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-30T20:35:07.505458] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-30T20:35:07.506258] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-30T20:35:07.506311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:07.506343] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:07.506369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:07.506426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:07.563729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:07.564599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:07.564684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:07.564716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:07.676553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:07.676732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:07.676773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:07.676802] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:07.680208] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-30T20:35:07.680503] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-30T20:35:07.680649] [INFO ] [sig       ] WY: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:07.823275] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/WY.txt
[2025-12-30T20:35:07.823462] [INFO ] [sig       ] [3484/3539] Completed WY in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 19.0s
[2025-12-30T20:35:07.823503] [INFO ] [sig       ] [3485/3539] Forecasting WYNN...
[2025-12-30T20:35:07.823532] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-30T20:35:07.823563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-30T20:35:07.835327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-30T20:35:07.835714] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-30T20:35:07.836497] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-30T20:35:07.836551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:07.836603] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:07.836633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:07.836692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:07.896616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:07.897484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:07.897604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:07.897648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:08.020725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:08.020890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:08.020931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:08.020960] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:08.024454] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=33.99%)
[2025-12-30T20:35:08.024773] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-30T20:35:08.024908] [INFO ] [sig       ] WYNN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:08.174940] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/WYNN.txt
[2025-12-30T20:35:08.175094] [INFO ] [sig       ] [3485/3539] Completed WYNN in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 18.7s
[2025-12-30T20:35:08.175136] [INFO ] [sig       ] [3486/3539] Forecasting XBIL...
[2025-12-30T20:35:08.175165] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-30T20:35:08.175196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-30T20:35:08.187401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-30T20:35:08.187799] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-30T20:35:08.188622] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-30T20:35:08.188681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:08.188752] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:08.188789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:08.188853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:08.251985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:08.252863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:08.252954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:08.252989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:08.350000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:08.350165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:08.350208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:08.350241] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:08.353751] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-12-30T20:35:08.354041] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-30T20:35:08.354167] [INFO ] [sig       ] XBIL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:08.502320] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XBIL.txt
[2025-12-30T20:35:08.502488] [INFO ] [sig       ] [3486/3539] Completed XBIL in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 18.3s
[2025-12-30T20:35:08.502531] [INFO ] [sig       ] [3487/3539] Forecasting XEL...
[2025-12-30T20:35:08.502561] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-30T20:35:08.502619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-30T20:35:08.515384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-30T20:35:08.515785] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-30T20:35:08.516596] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-30T20:35:08.516654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:08.516687] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:08.516713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:08.516770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:08.577341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:08.578217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:08.578311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:08.578343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:08.709447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:08.709635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:08.709693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:08.709727] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:08.714182] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-30T20:35:08.714517] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-30T20:35:08.714715] [INFO ] [sig       ] XEL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:08.876916] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XEL.txt
[2025-12-30T20:35:08.877078] [INFO ] [sig       ] [3487/3539] Completed XEL in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 18.0s
[2025-12-30T20:35:08.877118] [INFO ] [sig       ] [3488/3539] Forecasting XENE...
[2025-12-30T20:35:08.877148] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-30T20:35:08.877179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-30T20:35:08.889085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-30T20:35:08.889385] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-30T20:35:08.890189] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-30T20:35:08.890243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:08.890301] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:08.890330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:08.890390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:08.950328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:08.951232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:08.951319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:08.951353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:09.070903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:09.071059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:09.071101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:09.071129] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:09.074442] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-30T20:35:09.074747] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-30T20:35:09.074870] [INFO ] [sig       ] XENE: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:09.227796] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XENE.txt
[2025-12-30T20:35:09.227929] [INFO ] [sig       ] [3488/3539] Completed XENE in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 17.6s
[2025-12-30T20:35:09.227970] [INFO ] [sig       ] [3489/3539] Forecasting XERS...
[2025-12-30T20:35:09.228000] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-30T20:35:09.228029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-30T20:35:09.239278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-30T20:35:09.239653] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-30T20:35:09.240410] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-30T20:35:09.240463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:09.240495] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:09.240525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:09.240610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:09.297923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:09.298809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:09.298897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:09.298929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:09.416509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:09.416682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:09.416723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:09.416753] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:09.420084] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-12-30T20:35:09.420356] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-30T20:35:09.420475] [INFO ] [sig       ] XERS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:09.570426] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XERS.txt
[2025-12-30T20:35:09.570603] [INFO ] [sig       ] [3489/3539] Completed XERS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 17.3s
[2025-12-30T20:35:09.570648] [INFO ] [sig       ] [3490/3539] Forecasting XGN...
[2025-12-30T20:35:09.570678] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-30T20:35:09.570709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-30T20:35:09.582218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-30T20:35:09.582588] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-30T20:35:09.583360] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-30T20:35:09.583413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:09.583445] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:09.583471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:09.583532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:09.640888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:09.641809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:09.641897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:09.641932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:09.772194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:09.772370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:09.772430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:09.772463] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:09.776158] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-30T20:35:09.776451] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-30T20:35:09.776611] [INFO ] [sig       ] XGN: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:09.920035] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XGN.txt
[2025-12-30T20:35:09.920162] [INFO ] [sig       ] [3490/3539] Completed XGN in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 16.9s
[2025-12-30T20:35:09.920213] [INFO ] [sig       ] [3491/3539] Forecasting XOM...
[2025-12-30T20:35:09.920243] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-30T20:35:09.920289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-30T20:35:09.934135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-30T20:35:09.934414] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-30T20:35:09.935223] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-30T20:35:09.935276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:09.935308] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:09.935335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:09.935393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:09.993940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:09.994608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:09.994692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:09.994725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:10.116720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:10.116870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:10.116911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:10.116989] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:10.120294] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-30T20:35:10.120559] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-30T20:35:10.120697] [INFO ] [sig       ] XOM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:10.261967] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XOM.txt
[2025-12-30T20:35:10.262125] [INFO ] [sig       ] [3491/3539] Completed XOM in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 16.6s
[2025-12-30T20:35:10.262165] [INFO ] [sig       ] [3492/3539] Forecasting XOMA...
[2025-12-30T20:35:10.262194] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-30T20:35:10.262224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-30T20:35:10.273885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-30T20:35:10.274129] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-30T20:35:10.274895] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-30T20:35:10.274947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:10.274978] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:10.275004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:10.275061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:10.332126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:10.332730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:10.332809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:10.332842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:10.447244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:10.447352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:10.447388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:10.447416] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:10.454243] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-30T20:35:10.454564] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-30T20:35:10.454718] [INFO ] [sig       ] XOMA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:10.594941] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XOMA.txt
[2025-12-30T20:35:10.595090] [INFO ] [sig       ] [3492/3539] Completed XOMA in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 16.2s
[2025-12-30T20:35:10.595131] [INFO ] [sig       ] [3493/3539] Forecasting XOS...
[2025-12-30T20:35:10.595159] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-30T20:35:10.595189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-30T20:35:10.606384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-30T20:35:10.606654] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-30T20:35:10.607402] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-30T20:35:10.607454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:10.607485] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:10.607511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:10.607590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:10.664525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:10.665218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:10.665297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:10.665329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:10.781220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:10.781345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:10.781381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:10.781410] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:10.784569] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-30T20:35:10.784853] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-30T20:35:10.784971] [INFO ] [sig       ] XOS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:10.925210] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XOS.txt
[2025-12-30T20:35:10.925320] [INFO ] [sig       ] [3493/3539] Completed XOS in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 15.9s
[2025-12-30T20:35:10.925357] [INFO ] [sig       ] [3494/3539] Forecasting XP...
[2025-12-30T20:35:10.925386] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-30T20:35:10.925416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-30T20:35:10.936978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-30T20:35:10.937255] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-30T20:35:10.938018] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-30T20:35:10.938069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:10.938112] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:10.938139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:10.938196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:10.993857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:10.994437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:10.994514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:10.994545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:11.116196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:11.116345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:11.116385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:11.116421] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:11.119774] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-30T20:35:11.120040] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-30T20:35:11.120161] [INFO ] [sig       ] XP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:11.262530] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XP.txt
[2025-12-30T20:35:11.262710] [INFO ] [sig       ] [3494/3539] Completed XP in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 15.5s
[2025-12-30T20:35:11.262753] [INFO ] [sig       ] [3495/3539] Forecasting XPEL...
[2025-12-30T20:35:11.262782] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-30T20:35:11.262812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-30T20:35:11.274982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-30T20:35:11.275252] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-30T20:35:11.276058] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-30T20:35:11.276109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:11.276141] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:11.276167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:11.276225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:11.333168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:11.334076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:11.334169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:11.334203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:11.452411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:11.452551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:11.452606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:11.452636] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:11.455909] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-30T20:35:11.456175] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-30T20:35:11.456293] [INFO ] [sig       ] XPEL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:11.596364] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XPEL.txt
[2025-12-30T20:35:11.596520] [INFO ] [sig       ] [3495/3539] Completed XPEL in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 15.2s
[2025-12-30T20:35:11.596562] [INFO ] [sig       ] [3496/3539] Forecasting XPO...
[2025-12-30T20:35:11.596612] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-30T20:35:11.596643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-30T20:35:11.608302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-30T20:35:11.608635] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-30T20:35:11.609411] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-30T20:35:11.609462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:11.609493] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:11.609519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:11.609593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:11.666293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:11.667093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:11.667174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:11.667206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:11.783672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:11.783788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:11.783825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:11.783853] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:11.787043] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-12-30T20:35:11.787306] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-30T20:35:11.787425] [INFO ] [sig       ] XPO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:11.925970] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XPO.txt
[2025-12-30T20:35:11.926074] [INFO ] [sig       ] [3496/3539] Completed XPO in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 14.9s
[2025-12-30T20:35:11.926112] [INFO ] [sig       ] [3497/3539] Forecasting XPOF...
[2025-12-30T20:35:11.926140] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-30T20:35:11.926169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-30T20:35:11.937062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-30T20:35:11.937311] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-30T20:35:11.938065] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-30T20:35:11.938116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:11.938147] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:11.938173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:11.938229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:11.994863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:11.995453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:11.995528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:11.995560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:12.119429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:12.119550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:12.119604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:12.119634] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:12.122901] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-12-30T20:35:12.123170] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-30T20:35:12.123291] [INFO ] [sig       ] XPOF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:12.263982] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XPOF.txt
[2025-12-30T20:35:12.264092] [INFO ] [sig       ] [3497/3539] Completed XPOF in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 14.5s
[2025-12-30T20:35:12.264136] [INFO ] [sig       ] [3498/3539] Forecasting XPRO...
[2025-12-30T20:35:12.264165] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-30T20:35:12.264196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-30T20:35:12.278597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-30T20:35:12.278863] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-30T20:35:12.279617] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-30T20:35:12.279669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:12.279700] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:12.279726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:12.279783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:12.335851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:12.336423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:12.336527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:12.336560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:12.452879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:12.452994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:12.453031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:12.453059] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:12.456213] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-12-30T20:35:12.456495] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-30T20:35:12.456632] [INFO ] [sig       ] XPRO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:12.596854] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XPRO.txt
[2025-12-30T20:35:12.596980] [INFO ] [sig       ] [3498/3539] Completed XPRO in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 14.2s
[2025-12-30T20:35:12.597020] [INFO ] [sig       ] [3499/3539] Forecasting XRAY...
[2025-12-30T20:35:12.597049] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-30T20:35:12.597079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-30T20:35:12.611440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-30T20:35:12.612104] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-30T20:35:12.613158] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-30T20:35:12.613216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:12.613251] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:12.613279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:12.613340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:12.678041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:12.679318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:12.679434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:12.679469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:12.807999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:12.808246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:12.808296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:12.808326] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:12.812264] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=42.25%)
[2025-12-30T20:35:12.812602] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-30T20:35:12.812777] [INFO ] [sig       ] XRAY: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:12.959398] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XRAY.txt
[2025-12-30T20:35:12.959624] [INFO ] [sig       ] [3499/3539] Completed XRAY in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 13.8s
[2025-12-30T20:35:12.959673] [INFO ] [sig       ] [3500/3539] Forecasting XRX...
[2025-12-30T20:35:12.959705] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-30T20:35:12.959748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-30T20:35:12.973653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-30T20:35:12.974150] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-30T20:35:12.975043] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-30T20:35:12.975097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:12.975130] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:12.975157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:12.975217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:13.034806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:13.035946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:13.036052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:13.036085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:13.162040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:13.162293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:13.162341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:13.162371] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:13.166954] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-30T20:35:13.167353] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-30T20:35:13.167517] [INFO ] [sig       ] XRX: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:13.316896] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/XRX.txt
[2025-12-30T20:35:13.317141] [INFO ] [sig       ] [3500/3539] Completed XRX in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 13.5s
[2025-12-30T20:35:13.317188] [INFO ] [sig       ] [3501/3539] Forecasting XTIA...
[2025-12-30T20:35:13.317224] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-30T20:35:13.317258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-30T20:35:13.331798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-30T20:35:13.332360] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-30T20:35:13.333295] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-30T20:35:13.333351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:13.333383] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:13.333410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:13.333470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:13.394184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:13.395368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:13.395499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:13.395534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:13.524243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:13.524474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:13.524525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:13.524622] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:13.528981] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-30T20:35:13.529403] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-30T20:35:13.529602] [INFO ] [sig       ] XTIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:13.698105] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XTIA.txt
[2025-12-30T20:35:13.698297] [INFO ] [sig       ] [3501/3539] Completed XTIA in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 13.1s
[2025-12-30T20:35:13.698340] [INFO ] [sig       ] [3502/3539] Forecasting XYF...
[2025-12-30T20:35:13.698371] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-30T20:35:13.698402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-30T20:35:13.711173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-30T20:35:13.711629] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-30T20:35:13.712484] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-30T20:35:13.712540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:13.712594] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:13.712635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:13.712707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:13.771466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:13.772425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:13.772520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:13.772555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:13.891652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:13.891824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:13.891865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:13.891893] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:13.895276] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-30T20:35:13.895569] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-30T20:35:13.895719] [INFO ] [sig       ] XYF: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:14.038258] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XYF.txt
[2025-12-30T20:35:14.038430] [INFO ] [sig       ] [3502/3539] Completed XYF in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.8s
[2025-12-30T20:35:14.038471] [INFO ] [sig       ] [3503/3539] Forecasting XYL...
[2025-12-30T20:35:14.038500] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-30T20:35:14.038531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-30T20:35:14.050979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-30T20:35:14.051371] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-30T20:35:14.052173] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-30T20:35:14.052226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:14.052257] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:14.052283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:14.052341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:14.109466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:14.110321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:14.110424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:14.110456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:14.231597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:14.231784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:14.231827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:14.231855] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:14.235692] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-30T20:35:14.236036] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-30T20:35:14.236176] [INFO ] [sig       ] XYL: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:14.383376] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/XYL.txt
[2025-12-30T20:35:14.383542] [INFO ] [sig       ] [3503/3539] Completed XYL in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.4s
[2025-12-30T20:35:14.383605] [INFO ] [sig       ] [3504/3539] Forecasting YALA...
[2025-12-30T20:35:14.383639] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-30T20:35:14.383669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-30T20:35:14.394870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-30T20:35:14.395240] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-30T20:35:14.396067] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-30T20:35:14.396118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:14.396150] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:14.396176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:14.396233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:14.454203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:14.455096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:14.455184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:14.455216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:14.574119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:14.574281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:14.574322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:14.574351] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:14.577850] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-30T20:35:14.578153] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-30T20:35:14.578285] [INFO ] [sig       ] YALA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:14.722031] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YALA.txt
[2025-12-30T20:35:14.722184] [INFO ] [sig       ] [3504/3539] Completed YALA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 12.1s
[2025-12-30T20:35:14.722224] [INFO ] [sig       ] [3505/3539] Forecasting YELP...
[2025-12-30T20:35:14.722254] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-30T20:35:14.722284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-30T20:35:14.734633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-30T20:35:14.735067] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-30T20:35:14.735975] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-30T20:35:14.736032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:14.736135] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:14.736178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:14.736262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:14.795131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:14.796049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:14.796142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:14.796176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:14.919683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:14.919847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:14.919889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:14.919917] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:14.923273] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-30T20:35:14.923560] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-30T20:35:14.923709] [INFO ] [sig       ] YELP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:15.068268] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YELP.txt
[2025-12-30T20:35:15.068429] [INFO ] [sig       ] [3505/3539] Completed YELP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.7s
[2025-12-30T20:35:15.068472] [INFO ] [sig       ] [3506/3539] Forecasting YETI...
[2025-12-30T20:35:15.068501] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-30T20:35:15.068531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-30T20:35:15.080287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-30T20:35:15.080699] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-30T20:35:15.081459] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-30T20:35:15.081518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:15.081550] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:15.081600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:15.081662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:15.138609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:15.139471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:15.139558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:15.139610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:15.258638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:15.258834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:15.258875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:15.258902] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:15.262259] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=54.90%)
[2025-12-30T20:35:15.262544] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-30T20:35:15.262688] [INFO ] [sig       ] YETI: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:15.405057] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YETI.txt
[2025-12-30T20:35:15.405215] [INFO ] [sig       ] [3506/3539] Completed YETI in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.4s
[2025-12-30T20:35:15.405255] [INFO ] [sig       ] [3507/3539] Forecasting YMM...
[2025-12-30T20:35:15.405285] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-30T20:35:15.405315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-30T20:35:15.417453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-30T20:35:15.417847] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-30T20:35:15.418624] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-30T20:35:15.418676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:15.418739] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:15.418766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:15.418823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:15.475880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:15.476751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:15.476842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:15.476874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:15.594984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:15.595138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:15.595178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:15.595207] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:15.598547] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-12-30T20:35:15.598851] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-30T20:35:15.598973] [INFO ] [sig       ] YMM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:15.738963] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/YMM.txt
[2025-12-30T20:35:15.739107] [INFO ] [sig       ] [3507/3539] Completed YMM in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 11.1s
[2025-12-30T20:35:15.739148] [INFO ] [sig       ] [3508/3539] Forecasting YPF...
[2025-12-30T20:35:15.739176] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-30T20:35:15.739209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-30T20:35:15.750406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-30T20:35:15.750690] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-30T20:35:15.751435] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-30T20:35:15.751487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:15.751518] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:15.751544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:15.751618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:15.810610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:15.811398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:15.811482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:15.811514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:15.937634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:15.937816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:15.937858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:15.937927] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:15.941501] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-12-30T20:35:15.941808] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-30T20:35:15.941935] [INFO ] [sig       ] YPF: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:16.092944] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YPF.txt
[2025-12-30T20:35:16.093097] [INFO ] [sig       ] [3508/3539] Completed YPF in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 10.7s
[2025-12-30T20:35:16.093139] [INFO ] [sig       ] [3509/3539] Forecasting YQQQ...
[2025-12-30T20:35:16.093169] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-30T20:35:16.093206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-30T20:35:16.104981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-30T20:35:16.105350] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-30T20:35:16.106342] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-30T20:35:16.106395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:16.106426] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:16.106451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:16.106508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:16.164851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:16.165725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:16.165810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:16.165841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:16.283688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:16.283843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:16.283881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:16.283908] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:16.287192] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-30T20:35:16.287465] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-30T20:35:16.287600] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:16.429446] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/YQQQ.txt
[2025-12-30T20:35:16.429591] [INFO ] [sig       ] [3509/3539] Completed YQQQ in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 10.4s
[2025-12-30T20:35:16.429633] [INFO ] [sig       ] [3510/3539] Forecasting YRD...
[2025-12-30T20:35:16.429666] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-30T20:35:16.429703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-30T20:35:16.441540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-30T20:35:16.441839] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-30T20:35:16.442786] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-30T20:35:16.442838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:16.442869] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:16.442896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:16.442954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:16.501547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:16.502414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:16.502506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:16.502539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:16.620450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:16.620609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:16.620651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:16.620686] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:16.624063] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-30T20:35:16.624331] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-30T20:35:16.624451] [INFO ] [sig       ] YRD: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:16.769914] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/YRD.txt
[2025-12-30T20:35:16.770054] [INFO ] [sig       ] [3510/3539] Completed YRD in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 10.0s
[2025-12-30T20:35:16.770093] [INFO ] [sig       ] [3511/3539] Forecasting YSG...
[2025-12-30T20:35:16.770121] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-30T20:35:16.770159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-30T20:35:16.781435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-30T20:35:16.781724] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-30T20:35:16.782493] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-30T20:35:16.782545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:16.782598] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:16.782628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:16.782691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:16.839434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:16.840363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:16.840452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:16.840483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:16.958664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:16.958857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:16.958900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:16.958928] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:16.962307] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-30T20:35:16.962595] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-30T20:35:16.962718] [INFO ] [sig       ] YSG: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:17.103425] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YSG.txt
[2025-12-30T20:35:17.103543] [INFO ] [sig       ] [3511/3539] Completed YSG in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 9.7s
[2025-12-30T20:35:17.103598] [INFO ] [sig       ] [3512/3539] Forecasting YTRA...
[2025-12-30T20:35:17.103629] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-30T20:35:17.103660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-30T20:35:17.114903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-30T20:35:17.115172] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-30T20:35:17.115933] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-30T20:35:17.115984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:17.116015] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:17.116042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:17.116098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:17.174640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:17.175506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:17.175609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:17.175644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:17.294745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:17.294905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:17.294947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:17.294993] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:17.298543] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-12-30T20:35:17.298885] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-30T20:35:17.299019] [INFO ] [sig       ] YTRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:17.442193] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/YTRA.txt
[2025-12-30T20:35:17.442334] [INFO ] [sig       ] [3512/3539] Completed YTRA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 9.3s
[2025-12-30T20:35:17.442374] [INFO ] [sig       ] [3513/3539] Forecasting YUM...
[2025-12-30T20:35:17.442402] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-30T20:35:17.442433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-30T20:35:17.453740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-30T20:35:17.454036] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-30T20:35:17.454821] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-30T20:35:17.454874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:17.454905] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:17.454932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:17.454989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:17.513778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:17.514676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:17.514763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:17.514796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:17.632019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:17.632178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:17.632217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:17.632245] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:17.635922] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-30T20:35:17.636187] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-30T20:35:17.636306] [INFO ] [sig       ] YUM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:17.777427] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/YUM.txt
[2025-12-30T20:35:17.777551] [INFO ] [sig       ] [3513/3539] Completed YUM in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 9.0s
[2025-12-30T20:35:17.777608] [INFO ] [sig       ] [3514/3539] Forecasting YUMC...
[2025-12-30T20:35:17.777638] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-30T20:35:17.777670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-30T20:35:17.789484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-30T20:35:17.789784] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-30T20:35:17.790771] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-30T20:35:17.790822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:17.790852] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:17.790878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:17.790933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:17.847912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:17.848516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:17.848612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:17.848646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:17.966122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:17.966271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:17.966311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:17.966338] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:17.969661] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=49.52%)
[2025-12-30T20:35:17.969961] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-30T20:35:17.970081] [INFO ] [sig       ] YUMC: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:18.112734] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/YUMC.txt
[2025-12-30T20:35:18.112856] [INFO ] [sig       ] [3514/3539] Completed YUMC in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 8.6s
[2025-12-30T20:35:18.112894] [INFO ] [sig       ] [3515/3539] Forecasting Z...
[2025-12-30T20:35:18.112924] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-30T20:35:18.112953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-30T20:35:18.125205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-30T20:35:18.125626] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-30T20:35:18.126432] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-30T20:35:18.126485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:18.126515] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:18.126541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:18.126619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:18.188510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:18.189474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:18.189615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:18.189653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:18.311141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:18.311305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:18.311347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:18.311375] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:18.314833] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-30T20:35:18.315156] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-30T20:35:18.315286] [INFO ] [sig       ] Z: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:18.458489] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/Z.txt
[2025-12-30T20:35:18.458638] [INFO ] [sig       ] [3515/3539] Completed Z in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 8.3s
[2025-12-30T20:35:18.458679] [INFO ] [sig       ] [3516/3539] Forecasting ZBH...
[2025-12-30T20:35:18.458736] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-30T20:35:18.458778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-30T20:35:18.470263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-30T20:35:18.470550] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-30T20:35:18.471351] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-30T20:35:18.471403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:18.471435] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:18.471462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:18.471519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:18.528762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:18.529476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:18.529559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:18.529610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:18.647890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:18.648046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:18.648087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:18.648115] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:18.651443] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-30T20:35:18.651729] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-30T20:35:18.651849] [INFO ] [sig       ] ZBH: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:18.792113] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZBH.txt
[2025-12-30T20:35:18.792245] [INFO ] [sig       ] [3516/3539] Completed ZBH in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 7.9s
[2025-12-30T20:35:18.792284] [INFO ] [sig       ] [3517/3539] Forecasting ZBIO...
[2025-12-30T20:35:18.792313] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-30T20:35:18.792342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-30T20:35:18.802810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-30T20:35:18.803113] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-30T20:35:18.803881] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-30T20:35:18.803932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:18.803963] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:18.803989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:18.804045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:18.861683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:18.862477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:18.862562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:18.862615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:18.985138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:18.985316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:18.985357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:18.985385] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:18.988827] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-30T20:35:18.989098] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-30T20:35:18.989220] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:19.137880] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZBIO.txt
[2025-12-30T20:35:19.138048] [INFO ] [sig       ] [3517/3539] Completed ZBIO in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 7.6s
[2025-12-30T20:35:19.138093] [INFO ] [sig       ] [3518/3539] Forecasting ZBRA...
[2025-12-30T20:35:19.138123] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-30T20:35:19.138157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-30T20:35:19.150810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-30T20:35:19.151238] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-30T20:35:19.152142] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-30T20:35:19.152209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:19.152242] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:19.152268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:19.152325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:19.208599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:19.209266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:19.209348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:19.209380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:19.336960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:19.337112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:19.337154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:19.337183] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:19.340489] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-30T20:35:19.340776] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-30T20:35:19.340901] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:19.482180] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZBRA.txt
[2025-12-30T20:35:19.482348] [INFO ] [sig       ] [3518/3539] Completed ZBRA in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 7.3s
[2025-12-30T20:35:19.482387] [INFO ] [sig       ] [3519/3539] Forecasting ZD...
[2025-12-30T20:35:19.482417] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-30T20:35:19.482448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-30T20:35:19.494281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-30T20:35:19.494704] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-30T20:35:19.495538] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-30T20:35:19.495617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:19.495650] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:19.495677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:19.495734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:19.555705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:19.556566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:19.556692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:19.556726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:19.678106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:19.678262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:19.678306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:19.678337] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:19.681792] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-30T20:35:19.682066] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-30T20:35:19.682189] [INFO ] [sig       ] ZD: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:19.826546] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZD.txt
[2025-12-30T20:35:19.826718] [INFO ] [sig       ] [3519/3539] Completed ZD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.9s
[2025-12-30T20:35:19.826759] [INFO ] [sig       ] [3520/3539] Forecasting ZEPP...
[2025-12-30T20:35:19.826789] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-30T20:35:19.826820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-30T20:35:19.838403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-30T20:35:19.838733] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-30T20:35:19.839522] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-30T20:35:19.839594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:19.839628] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:19.839653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:19.839710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:19.896061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:19.896825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:19.896906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:19.896938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:20.008124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:20.008283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:20.008324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:20.008352] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:20.014936] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-30T20:35:20.015236] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-30T20:35:20.015361] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:20.156144] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZEPP.txt
[2025-12-30T20:35:20.156293] [INFO ] [sig       ] [3520/3539] Completed ZEPP in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.6s
[2025-12-30T20:35:20.156332] [INFO ] [sig       ] [3521/3539] Forecasting ZETA...
[2025-12-30T20:35:20.156362] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-30T20:35:20.156393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-30T20:35:20.168961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-30T20:35:20.169365] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-30T20:35:20.170175] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-30T20:35:20.170228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:20.170260] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:20.170286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:20.170343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:20.227849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:20.228789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:20.228881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:20.228913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:20.350421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:20.350612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:20.350655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:20.350684] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:20.354328] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-30T20:35:20.354746] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-30T20:35:20.354897] [INFO ] [sig       ] ZETA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:20.502127] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZETA.txt
[2025-12-30T20:35:20.502282] [INFO ] [sig       ] [3521/3539] Completed ZETA in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 6.2s
[2025-12-30T20:35:20.502330] [INFO ] [sig       ] [3522/3539] Forecasting ZEUS...
[2025-12-30T20:35:20.502359] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-30T20:35:20.502389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-30T20:35:20.513680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-30T20:35:20.514039] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-30T20:35:20.514826] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-30T20:35:20.514878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:20.514934] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:20.514961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:20.515019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:20.571611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:20.572419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:20.572507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:20.572539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:20.692607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:20.692770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:20.692810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:20.692838] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:20.696734] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-30T20:35:20.697011] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-30T20:35:20.697133] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:20.840726] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZEUS.txt
[2025-12-30T20:35:20.840870] [INFO ] [sig       ] [3522/3539] Completed ZEUS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 5.9s
[2025-12-30T20:35:20.840909] [INFO ] [sig       ] [3523/3539] Forecasting ZGN...
[2025-12-30T20:35:20.840938] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-30T20:35:20.840967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-30T20:35:20.851982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-30T20:35:20.852276] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-30T20:35:20.853045] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-30T20:35:20.853095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:20.853126] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:20.853152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:20.853208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:20.917812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:20.918813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:20.918905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:20.918939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:21.040321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:21.040476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:21.040516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:21.040544] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:21.044458] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2025-12-30T20:35:21.044760] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-30T20:35:21.044882] [INFO ] [sig       ] ZGN: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:21.188009] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZGN.txt
[2025-12-30T20:35:21.188169] [INFO ] [sig       ] [3523/3539] Completed ZGN in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 5.5s
[2025-12-30T20:35:21.188215] [INFO ] [sig       ] [3524/3539] Forecasting ZH...
[2025-12-30T20:35:21.188246] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-30T20:35:21.188276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-30T20:35:21.199436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-30T20:35:21.199843] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-30T20:35:21.200706] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-30T20:35:21.200760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:21.200793] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:21.200821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:21.200879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:21.259660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:21.260365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:21.260450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:21.260484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:21.387980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:21.388164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:21.388229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:21.388275] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:21.391853] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-30T20:35:21.392138] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-30T20:35:21.392268] [INFO ] [sig       ] ZH: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:21.539526] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZH.txt
[2025-12-30T20:35:21.539679] [INFO ] [sig       ] [3524/3539] Completed ZH in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 5.2s
[2025-12-30T20:35:21.539720] [INFO ] [sig       ] [3525/3539] Forecasting ZIM...
[2025-12-30T20:35:21.539750] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-30T20:35:21.539781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-30T20:35:21.552232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-30T20:35:21.552547] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-30T20:35:21.553334] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-30T20:35:21.553387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:21.553418] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:21.553444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:21.553501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:21.610181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:21.610800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:21.610884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:21.610915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:21.729911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:21.730044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:21.730098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:21.730127] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:21.733552] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-30T20:35:21.733839] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-30T20:35:21.733962] [INFO ] [sig       ] ZIM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:21.879567] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZIM.txt
[2025-12-30T20:35:21.879731] [INFO ] [sig       ] [3525/3539] Completed ZIM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 4.8s
[2025-12-30T20:35:21.879772] [INFO ] [sig       ] [3526/3539] Forecasting ZION...
[2025-12-30T20:35:21.879800] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-30T20:35:21.879829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-30T20:35:21.892171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-30T20:35:21.892451] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-30T20:35:21.893248] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-30T20:35:21.893299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:21.893330] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:21.893356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:21.893413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:21.952721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:21.953368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:21.953447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:21.953479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:22.077956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:22.078088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:22.078126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:22.078155] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:22.081358] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-30T20:35:22.081637] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-30T20:35:22.081760] [INFO ] [sig       ] ZION: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:22.221782] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZION.txt
[2025-12-30T20:35:22.221900] [INFO ] [sig       ] [3526/3539] Completed ZION in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 4.5s
[2025-12-30T20:35:22.221939] [INFO ] [sig       ] [3527/3539] Forecasting ZIP...
[2025-12-30T20:35:22.221966] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-30T20:35:22.221994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-30T20:35:22.233841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-30T20:35:22.234306] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-30T20:35:22.235278] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-30T20:35:22.235330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:22.235360] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:22.235386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:22.235442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:22.292511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:22.293130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:22.293222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:22.293259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:22.413778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:22.413946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:22.413988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:22.414015] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:22.417487] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-30T20:35:22.417804] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-30T20:35:22.417934] [INFO ] [sig       ] ZIP: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:22.558553] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZIP.txt
[2025-12-30T20:35:22.558731] [INFO ] [sig       ] [3527/3539] Completed ZIP in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 4.1s
[2025-12-30T20:35:22.558772] [INFO ] [sig       ] [3528/3539] Forecasting ZLAB...
[2025-12-30T20:35:22.558803] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-30T20:35:22.558833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-30T20:35:22.570210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-30T20:35:22.570499] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-30T20:35:22.571283] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-30T20:35:22.571336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:22.571366] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:22.571392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:22.571448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:22.628202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:22.628887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:22.628967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:22.629001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:22.748610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:22.748781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:22.748822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:22.748851] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:22.752676] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-30T20:35:22.752944] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-30T20:35:22.753062] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:22.892296] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZLAB.txt
[2025-12-30T20:35:22.892418] [INFO ] [sig       ] [3528/3539] Completed ZLAB in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 3.8s
[2025-12-30T20:35:22.892456] [INFO ] [sig       ] [3529/3539] Forecasting ZM...
[2025-12-30T20:35:22.892486] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-30T20:35:22.892516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-30T20:35:22.903512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-30T20:35:22.903858] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-30T20:35:22.904718] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-30T20:35:22.904773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:22.904817] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:22.904846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:22.904905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:22.964712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:22.965401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:22.965485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:22.965519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:23.082026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:23.082172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:23.082211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:23.082239] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:23.085512] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-30T20:35:23.085802] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-30T20:35:23.085925] [INFO ] [sig       ] ZM: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:23.224225] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZM.txt
[2025-12-30T20:35:23.224355] [INFO ] [sig       ] [3529/3539] Completed ZM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 3.5s
[2025-12-30T20:35:23.224394] [INFO ] [sig       ] [3530/3539] Forecasting ZNTL...
[2025-12-30T20:35:23.224424] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-30T20:35:23.224453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-30T20:35:23.235565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-30T20:35:23.235916] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-30T20:35:23.236776] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-30T20:35:23.236829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:23.236863] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:23.236893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:23.236952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:23.295031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:23.295716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:23.295797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:23.295830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:23.416422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:23.416621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:23.416663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:23.416691] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:23.420017] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=56.17%)
[2025-12-30T20:35:23.420287] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-30T20:35:23.420412] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:23.571787] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZNTL.txt
[2025-12-30T20:35:23.571920] [INFO ] [sig       ] [3530/3539] Completed ZNTL in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 3.1s
[2025-12-30T20:35:23.571958] [INFO ] [sig       ] [3531/3539] Forecasting ZS...
[2025-12-30T20:35:23.571987] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-30T20:35:23.572017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-30T20:35:23.583103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-30T20:35:23.583380] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-30T20:35:23.584152] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-30T20:35:23.584203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:23.584235] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:23.584261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:23.584318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:23.640810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:23.641397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:23.641474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:23.641505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:23.758018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:23.758133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:23.758170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:23.758198] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:23.761383] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=53.95%)
[2025-12-30T20:35:23.761667] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-30T20:35:23.761788] [INFO ] [sig       ] ZS: Forecast for 2025-12-30: UP (sign=1.00)
[2025-12-30T20:35:23.901774] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-31	1 -> ./output/forecasts/individual/2025-12-31/ZS.txt
[2025-12-30T20:35:23.901886] [INFO ] [sig       ] [3531/3539] Completed ZS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 2.8s
[2025-12-30T20:35:23.901927] [INFO ] [sig       ] [3532/3539] Forecasting ZTO...
[2025-12-30T20:35:23.901956] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-30T20:35:23.901986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-30T20:35:23.913064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-30T20:35:23.913329] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-30T20:35:23.914262] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-30T20:35:23.914313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:23.914343] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:23.914370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:23.914427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:23.972247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:23.972866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:23.972945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:23.973003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:24.088148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:24.088278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:24.088315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:24.088343] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:24.091620] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-30T20:35:24.091897] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-30T20:35:24.092020] [INFO ] [sig       ] ZTO: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:24.234664] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZTO.txt
[2025-12-30T20:35:24.234820] [INFO ] [sig       ] [3532/3539] Completed ZTO in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-30T20:35:24.234861] [INFO ] [sig       ] [3533/3539] Forecasting ZTS...
[2025-12-30T20:35:24.234894] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-30T20:35:24.234932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-30T20:35:24.246197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-30T20:35:24.246472] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-30T20:35:24.247233] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-30T20:35:24.247286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:24.247317] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:24.247343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:24.247400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:24.307332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:24.308071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:24.308152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:24.308184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:24.429650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:24.429807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:24.429848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:24.429877] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:24.433742] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-30T20:35:24.434069] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-30T20:35:24.434203] [INFO ] [sig       ] ZTS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:24.588464] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZTS.txt
[2025-12-30T20:35:24.588635] [INFO ] [sig       ] [3533/3539] Completed ZTS in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 2.1s
[2025-12-30T20:35:24.588676] [INFO ] [sig       ] [3534/3539] Forecasting ZUMZ...
[2025-12-30T20:35:24.588726] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-30T20:35:24.588758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-30T20:35:24.600784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-30T20:35:24.601065] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-30T20:35:24.601859] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-30T20:35:24.601912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:24.601944] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:24.601970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:24.602038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:24.659961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:24.660632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:24.660714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:24.660747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:24.781460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:24.781620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:24.781662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:24.781689] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:24.784973] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-30T20:35:24.785240] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-30T20:35:24.785359] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:24.932470] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZUMZ.txt
[2025-12-30T20:35:24.932648] [INFO ] [sig       ] [3534/3539] Completed ZUMZ in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 1.7s
[2025-12-30T20:35:24.932688] [INFO ] [sig       ] [3535/3539] Forecasting ZURA...
[2025-12-30T20:35:24.932718] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-30T20:35:24.932749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-30T20:35:24.944509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-30T20:35:24.944860] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-30T20:35:24.945661] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-30T20:35:24.945714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:24.945746] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:24.945775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:24.945833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:25.004384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:25.005160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:25.005244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:25.005277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:25.127501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:25.127677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:25.127725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:25.127754] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:25.131241] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-30T20:35:25.131526] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-30T20:35:25.131669] [INFO ] [sig       ] ZURA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:25.282783] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZURA.txt
[2025-12-30T20:35:25.282945] [INFO ] [sig       ] [3535/3539] Completed ZURA in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 1.4s
[2025-12-30T20:35:25.282984] [INFO ] [sig       ] [3536/3539] Forecasting ZVIA...
[2025-12-30T20:35:25.283014] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-30T20:35:25.283044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-30T20:35:25.292920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-30T20:35:25.293188] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-30T20:35:25.293962] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-30T20:35:25.294013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:25.294044] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:25.294071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:25.294128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:25.351779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:25.352396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:25.352474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:25.352507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:25.473219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:25.473373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:25.473413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:25.473458] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:25.477021] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-30T20:35:25.477293] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-30T20:35:25.477417] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:25.681391] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZVIA.txt
[2025-12-30T20:35:25.681532] [INFO ] [sig       ] [3536/3539] Completed ZVIA in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 1.0s
[2025-12-30T20:35:25.681589] [INFO ] [sig       ] [3537/3539] Forecasting ZVRA...
[2025-12-30T20:35:25.681621] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-30T20:35:25.681652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-30T20:35:25.691775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-30T20:35:25.692065] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-30T20:35:25.692851] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-30T20:35:25.692902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:25.692933] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:25.692959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:25.693016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:25.750490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:25.751304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:25.751390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:25.751424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:25.868438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:25.868623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:25.868665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:25.868706] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:25.872154] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-30T20:35:25.872430] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-30T20:35:25.872553] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:26.015345] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZVRA.txt
[2025-12-30T20:35:26.015500] [INFO ] [sig       ] [3537/3539] Completed ZVRA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.7s
[2025-12-30T20:35:26.015541] [INFO ] [sig       ] [3538/3539] Forecasting ZWS...
[2025-12-30T20:35:26.015588] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-30T20:35:26.015621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-30T20:35:26.026168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-30T20:35:26.026533] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-30T20:35:26.027307] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-30T20:35:26.027360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:26.027393] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:26.027419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:26.027475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:26.085060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:26.085798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:26.085883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:26.085917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:26.206607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:26.206757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:26.206798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:26.206827] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:26.210124] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-12-30T20:35:26.210395] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-30T20:35:26.210516] [INFO ] [sig       ] ZWS: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:26.352632] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZWS.txt
[2025-12-30T20:35:26.352770] [INFO ] [sig       ] [3538/3539] Completed ZWS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 0.3s
[2025-12-30T20:35:26.352813] [INFO ] [sig       ] [3539/3539] Forecasting ZYME...
[2025-12-30T20:35:26.352844] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-30T20:35:26.352876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-30T20:35:26.364419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-30T20:35:26.364759] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-30T20:35:26.365522] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-30T20:35:26.365592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-30T20:35:26.365649] [DEBUG] [FORECASTER] Starting train method
[2025-12-30T20:35:26.365677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-30T20:35:26.365734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-30T20:35:26.424263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-30T20:35:26.425151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-30T20:35:26.425240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-30T20:35:26.425274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-30T20:35:26.543480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-30T20:35:26.543660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-30T20:35:26.543705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-30T20:35:26.543733] [INFO ] [FORECASTER] Training complete
[2025-12-30T20:35:26.547064] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-30T20:35:26.547335] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-30T20:35:26.547456] [INFO ] [sig       ] ZYME: Forecast for 2025-12-30: DOWN (sign=0.00)
[2025-12-30T20:35:26.715347] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-31	0 -> ./output/forecasts/individual/2025-12-31/ZYME.txt
[2025-12-30T20:35:26.715507] [INFO ] [sig       ] [3539/3539] Completed ZYME in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 0.0s
[2025-12-30T20:35:26.715550] [INFO ] [sig       ] ==================================================
[2025-12-30T20:35:26.715600] [INFO ] [sig       ] Forecasts complete: 3539/3539 symbols succeeded
[2025-12-30T20:35:26.715633] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-30T20:35:26.715662] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-30T20:35:26.716112] [INFO ] [sig       ] Found 55 forecast dates to process
[2025-12-30T20:35:26.716154] [INFO ] [sig       ] [1/55] Processing report for 2025-10-10...
[2025-12-30T20:35:26.716192] [INFO ] [sig       ] [1/55] Report for 2025-10-10 already exists, skipping...
[2025-12-30T20:35:26.716221] [INFO ] [sig       ] [2/55] Processing report for 2025-10-13...
[2025-12-30T20:35:26.716257] [INFO ] [sig       ] [2/55] Report for 2025-10-13 already exists, skipping...
[2025-12-30T20:35:26.716284] [INFO ] [sig       ] [3/55] Processing report for 2025-10-14...
[2025-12-30T20:35:26.716325] [INFO ] [sig       ] [3/55] Report for 2025-10-14 already exists, skipping...
[2025-12-30T20:35:26.716353] [INFO ] [sig       ] [4/55] Processing report for 2025-10-15...
[2025-12-30T20:35:26.716384] [INFO ] [sig       ] [4/55] Report for 2025-10-15 already exists, skipping...
[2025-12-30T20:35:26.716410] [INFO ] [sig       ] [5/55] Processing report for 2025-10-16...
[2025-12-30T20:35:26.716442] [INFO ] [sig       ] [5/55] Report for 2025-10-16 already exists, skipping...
[2025-12-30T20:35:26.716469] [INFO ] [sig       ] [6/55] Processing report for 2025-10-17...
[2025-12-30T20:35:26.716500] [INFO ] [sig       ] [6/55] Report for 2025-10-17 already exists, skipping...
[2025-12-30T20:35:26.716527] [INFO ] [sig       ] [7/55] Processing report for 2025-10-20...
[2025-12-30T20:35:26.716558] [INFO ] [sig       ] [7/55] Report for 2025-10-20 already exists, skipping...
[2025-12-30T20:35:26.716602] [INFO ] [sig       ] [8/55] Processing report for 2025-10-21...
[2025-12-30T20:35:26.716635] [INFO ] [sig       ] [8/55] Report for 2025-10-21 already exists, skipping...
[2025-12-30T20:35:26.716663] [INFO ] [sig       ] [9/55] Processing report for 2025-10-22...
[2025-12-30T20:35:26.716696] [INFO ] [sig       ] [9/55] Report for 2025-10-22 already exists, skipping...
[2025-12-30T20:35:26.716723] [INFO ] [sig       ] [10/55] Processing report for 2025-10-23...
[2025-12-30T20:35:26.716754] [INFO ] [sig       ] [10/55] Report for 2025-10-23 already exists, skipping...
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[2025-12-30T20:35:26.807272] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.807409] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.807479] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.807543] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.807627] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.807701] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.807765] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.807828] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.807889] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.807965] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.808076] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.808145] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.808218] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.808282] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.808342] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.808403] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.808473] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.808555] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.808668] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.808756] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.808819] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.808916] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.808980] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.809049] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.809110] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.809179] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.809248] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.809317] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.809379] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.809440] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.809500] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.809561] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.809642] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.809716] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.809779] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.809839] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.809900] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.809961] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.810022] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.810083] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.810144] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.810207] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.810268] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.810330] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.810402] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.810463] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.810532] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.810612] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.810674] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.810734] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.810794] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.810854] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.810914] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.810980] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.811041] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.811118] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.811180] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.811240] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.811300] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.811360] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.811420] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.811479] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.811548] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.811637] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.811702] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.811770] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.811834] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.811895] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.811956] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.812017] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.812077] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.812147] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.812210] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.812271] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.812330] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.812391] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.812459] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.812522] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.812600] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.812675] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.812737] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.812796] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.812857] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.812919] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.812979] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.813040] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.813101] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.813171] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.813233] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.813293] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.813352] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.813431] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.813510] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.813596] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.813661] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.813723] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.813783] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.813844] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.813905] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.813975] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.814037] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.814099] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.814167] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.814228] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.814289] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.814350] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.814410] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.814470] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.814529] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.814626] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.814710] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.814778] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.814840] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.814901] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.814963] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.815033] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.815103] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.815166] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.815227] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.815287] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.815347] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.815416] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.815478] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.815538] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.815617] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.815680] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.815741] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-30T20:35:26.815801] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.815861] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.815925] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.815989] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.816057] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.816118] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.816179] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.816239] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.816300] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.816360] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.816420] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-30T20:35:26.816481] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.816541] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.816638] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.816701] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.816763] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.816823] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.816893] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.816959] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.817020] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.817079] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.817140] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.817200] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.817260] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.817321] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.817381] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.817451] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.817513] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.817594] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.817660] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.817721] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.817780] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.817840] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.817899] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.817959] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.818019] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.818148] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.818225] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.818289] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.818351] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.818412] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.818473] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.818541] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.818623] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.818701] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.818766] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.818830] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.818891] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.818958] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.819020] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.819079] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.819140] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.819199] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.819268] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.819329] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.819399] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.819461] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.819519] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.819601] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.819665] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.819724] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.819790] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.819858] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.819920] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.819979] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.820040] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.820101] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.820159] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.820218] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.820278] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.820338] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.820398] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.820459] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.820520] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.820604] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.820667] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.820728] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.820797] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.820858] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.820917] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.820985] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.821046] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.821106] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.821164] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.821224] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.821283] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.821342] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.821413] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.821475] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.821535] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.821613] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.821676] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.821736] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.821804] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.821867] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.821929] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.821989] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.822049] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.822118] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.822180] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.822240] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.822312] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.822386] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.822455] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.822525] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.822606] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.822670] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.822749] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.822811] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.822871] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.822931] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.822992] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.823053] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.823113] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.823174] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.823235] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.823297] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.823356] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.823424] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.823485] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.823545] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.823633] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.823695] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.823756] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.823816] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.823887] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.823954] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.824015] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.824074] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.824134] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.824195] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.824256] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.824316] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.824376] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.824435] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.824496] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.824556] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.824641] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.824711] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.824820] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.824896] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.824958] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.825022] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.825093] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.825156] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.825217] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.825279] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.825341] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.825401] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.825476] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.825538] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.825625] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.825689] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.825758] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.825819] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.825878] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.825951] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.826011] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.826072] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.826132] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.826193] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.826254] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.826315] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.826385] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.826447] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.826509] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.826594] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.826667] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.826729] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.826789] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.826849] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.826917] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.826979] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.827039] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.827099] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.827159] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.827220] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.827281] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.827358] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.827420] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.827479] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.827549] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.827631] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.827703] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.827765] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.827827] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.827889] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.827954] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.828014] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.828073] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.828133] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.828223] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.828319] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.828392] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.828463] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.828524] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.828607] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.828670] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.828753] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.828823] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.828884] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.828943] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.829001] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.829059] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.829117] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.829176] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.829234] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.829293] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.829351] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.829418] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.829478] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.829536] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.829618] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.829680] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.829738] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.829798] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.829857] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.829918] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.829988] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.830050] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.830114] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.830175] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.830233] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.830293] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.830351] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.830411] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-30T20:35:26.830472] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.830530] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.830606] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.830669] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.830737] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.830798] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.830865] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.830925] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.830984] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.831042] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.831100] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.831159] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.831219] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.831278] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.831337] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.831405] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.831499] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.831594] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.831659] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.831721] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.831780] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.831850] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.831932] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.832012] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.832073] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.832145] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.832206] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.832265] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.832334] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.832394] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.832454] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.832512] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.832598] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.832668] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.832728] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.832790] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-30T20:35:26.832851] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.832911] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.832968] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.833026] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.833085] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.833144] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.833203] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.833275] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.833345] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.833417] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.833477] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.833536] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.833616] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.833678] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.833738] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.833796] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.833854] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.833912] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.833984] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.834047] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.834105] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.834164] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.834232] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.834293] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.834350] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.834409] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.834468] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.834526] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.834609] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.834682] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.834742] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.834800] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.834867] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.834948] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.835007] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.835067] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.835127] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.835197] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.835258] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.835320] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.835380] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.835440] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.835510] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.835598] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.835661] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.835719] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.835786] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.835844] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.835904] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.835974] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.836036] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.836095] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.836155] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.836215] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.836275] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.836333] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.836391] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.836449] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.836528] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.836616] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.836687] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.836749] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.836808] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.836866] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.836927] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.836998] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.837060] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.837119] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.837180] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.837239] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.837298] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.837364] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.837434] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.837494] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.837603] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.837682] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.837742] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.837800] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.837859] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.837919] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.837987] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.838056] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.838116] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.838175] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.838242] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.838314] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.838389] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.838448] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.838505] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.838564] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.838651] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.838726] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.838787] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.838855] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.838917] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.838974] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.839033] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.839091] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.839150] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.839208] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.839266] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.839324] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.839381] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.839437] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.839495] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.839554] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.839632] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.839693] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.839754] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.839814] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.839873] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.839933] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.840003] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.840065] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.840138] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.840198] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.840258] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.840318] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.840379] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.840439] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.840500] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.840559] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.840648] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.840720] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.840783] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.840843] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.840902] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.840963] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.841023] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.841102] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.841163] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.841224] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.841286] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.841357] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.841419] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.841487] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.841550] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.841631] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.841703] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.841765] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.841826] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.841888] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.841949] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.842009] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.842069] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.842130] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.842190] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.842249] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.842311] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.842372] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.842432] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.842494] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.842564] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.842647] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.842709] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.842771] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.842832] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.842902] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.842964] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.843025] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.843094] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.843155] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.843216] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.843277] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.843338] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.843399] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.843469] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.843541] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.843627] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.843689] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.843749] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.843808] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.843867] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.843925] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.843983] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.844042] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.844100] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.844160] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.844220] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.844288] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.844356] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.844418] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.844477] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.844536] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.844614] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.844675] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.844734] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.844792] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.844850] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.844908] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.845003] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.845080] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.845142] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.845211] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.845273] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.845340] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.845400] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.845458] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.845524] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.845601] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.845680] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.845742] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.845800] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.845857] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.845916] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.845975] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.846034] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.846092] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.846151] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.846212] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.846271] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.846341] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.846402] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.846461] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.846518] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.846594] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.846657] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.846727] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.846789] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.846847] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.846906] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.846965] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.847022] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.847079] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.847138] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.847195] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.847264] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.847326] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.847395] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.847463] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.847523] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.847620] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.847683] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.847740] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.847799] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.847858] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.847924] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.847986] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.848055] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.848117] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.848177] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.848236] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.848296] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.848356] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.848456] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.848533] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-30T20:35:26.848616] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.848679] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.848772] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.848836] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.848897] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.848956] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.849017] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.849089] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.849153] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.849214] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.849276] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.849338] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.849409] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.849470] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.849531] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.849622] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.849688] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.849750] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.849812] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.849874] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.849944] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.850007] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.850077] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.850141] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.850201] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.850281] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.850343] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.850415] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.850478] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.850549] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.850632] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.850709] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.850779] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.850841] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.850903] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.850964] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.851035] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.851098] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.851161] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.851221] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.851284] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.851345] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.851407] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.851468] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.851528] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.851608] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.851672] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.851733] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.851804] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.851867] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.851929] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.851991] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.852053] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.852115] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.852177] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.852249] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.852313] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.852384] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.852453] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.852517] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.852601] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.852668] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.852730] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.852793] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.852854] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.852915] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.852977] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.853056] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.853118] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.853178] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.853237] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.853299] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-30T20:35:26.853370] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.853433] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.853493] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.853562] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.853642] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.853714] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.853776] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.853837] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.853906] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.853968] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.854037] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.854099] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.854159] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.854218] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-30T20:35:26.854279] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.854340] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.854401] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.854462] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.854522] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.854600] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.854663] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.854724] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.854785] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.854845] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.854924] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.854986] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.855071] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.855167] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.855232] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.855292] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.855354] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.855415] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.855475] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.855545] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.855629] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.855691] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.855752] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.855821] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.855882] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.855942] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.856001] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.856061] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.856131] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.856192] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.856253] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-30T20:35:26.856314] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.856374] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.856435] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.856495] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.856555] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.856636] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.856697] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.856758] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.856819] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.856882] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.856943] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.857004] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.857074] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.857138] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.857198] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.857259] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.857320] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.857390] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.857459] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.857530] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.857615] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.857679] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.857739] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.857799] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.857859] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.857920] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.857989] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.858051] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.858113] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.858173] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.858235] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.858295] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.858355] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.858427] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.858495] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.858622] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.858715] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.858792] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.858862] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.858924] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.858992] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.859054] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.859113] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.859189] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.859250] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.859309] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.859369] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.859428] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.859496] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.859557] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.859655] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.859729] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.859791] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.859850] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.859911] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.859971] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.860031] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.860090] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.860161] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.860224] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.860286] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.860348] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-30T20:35:26.860410] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.860470] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.860538] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.860629] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.860694] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.860754] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.860813] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.860873] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.860936] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.860999] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.861059] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.861120] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.861181] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.861241] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.861301] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.861378] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.861441] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.861501] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.861570] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.861656] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.861717] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.861811] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.861895] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.861967] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.862026] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.862098] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.862159] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.862217] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.862286] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.862345] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.862403] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.862471] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.862538] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.862617] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.862679] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.862738] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.862798] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.862866] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.862927] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.862985] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.863352] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.863424] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.863486] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.863546] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.863635] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.863698] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.863758] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.863819] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.863879] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.863940] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.864002] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.864062] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.864123] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.864193] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.864263] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.864331] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.864393] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.864452] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.864520] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.864620] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.864683] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.864745] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.864804] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.864864] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.864925] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.864985] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.865045] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.865119] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.865205] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.865271] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.865331] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.865393] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.865454] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.865514] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.865593] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.865658] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.865719] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.865779] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.865848] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.865909] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.865970] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.866030] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.866090] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.866151] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.866211] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.866271] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.866343] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.866405] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.866464] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.866546] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.866672] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.866743] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.866805] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.866865] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.866925] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.866985] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.867046] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-30T20:35:26.867116] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.867184] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.867244] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.867304] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.867361] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.867428] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.867489] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.867560] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.867640] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.867701] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.867761] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.867820] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.867881] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.867941] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.867999] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.868057] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.868117] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.868177] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.868237] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.868306] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.868367] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.868427] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.868488] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.868548] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.868629] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.868740] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.868809] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.868870] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.868943] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-30T20:35:26.869005] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.869066] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.869137] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.869207] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.869288] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.869349] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.869408] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.869469] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.869540] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.869649] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.869734] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.869795] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.869856] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.869914] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.869974] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.870034] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.870095] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.870156] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.870227] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.870288] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.870349] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.870409] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.870470] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.870531] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.870609] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.870672] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.870732] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.870791] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.870859] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.870919] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.870980] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.871041] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.871101] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.871164] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.871226] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.871285] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.871346] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.871417] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.871480] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.871542] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.871621] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.871683] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.871744] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.871804] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.871865] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.871937] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.872009] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.872073] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.872134] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.872195] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.872257] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.872318] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.872379] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.872440] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.872500] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.872631] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.872714] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.872782] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.872843] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.872903] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.872963] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.873025] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.873085] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.873145] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.873205] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.873264] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.873333] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.873393] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.873454] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.873515] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.873591] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.873655] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.873716] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.873777] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.873837] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.873915] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.873981] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.874041] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.874101] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.874172] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.874233] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.874294] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.874363] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.874426] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.874486] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.874556] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.874640] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.874710] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.874780] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.874849] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.874910] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.874971] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.875031] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.875091] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.875152] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.875213] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.875325] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.875404] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.875465] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.875524] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.875606] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.875669] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.875728] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.875795] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.875863] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.875932] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.875993] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.876051] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.876108] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.876166] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.876224] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.876281] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.876349] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.876409] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.876469] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.876527] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.876604] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.876665] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.876734] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.876795] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.876854] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.876914] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.876992] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.877053] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.877112] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.877170] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.877228] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.877287] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.877344] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.877403] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.877461] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.877520] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.877595] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.877657] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.877716] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.877774] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.877832] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.877891] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.877949] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.878010] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.878077] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.878138] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.878213] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.878273] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.878332] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.878391] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.878492] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.878553] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.878635] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.878712] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.878811] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.878889] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.878950] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.879008] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.879066] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.879122] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.879192] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.879254] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.879312] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.879372] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.879430] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.879491] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.879550] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.879632] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.879694] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.879754] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.879816] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.879887] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.879950] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.880011] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.880073] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.880153] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.880219] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.880280] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.880341] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.880401] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.880471] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.880532] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.880618] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.880682] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.880752] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.880823] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.880886] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.880946] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.881007] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.881068] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.881129] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.881188] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.881248] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.881319] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.881392] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.881452] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.881513] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.881589] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.881653] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.881714] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.881775] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.881836] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.881897] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.881957] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.882017] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.882077] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.882137] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.882197] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.882257] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.882316] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.882377] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.882436] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.882515] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.882597] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.882662] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.882723] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.882784] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.882844] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.882904] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.882964] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.883024] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.883110] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.883180] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.883251] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.883325] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.883388] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.883448] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.883508] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.883568] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.883661] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.883723] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.883783] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.883844] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.883904] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.883964] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.884025] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.884094] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.884156] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.884216] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.884276] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.884336] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.884397] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.884457] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.884517] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.884593] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.884657] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.884717] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.884777] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.884838] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.884898] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.884959] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.885030] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.885092] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.885153] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.885212] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.885271] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.885353] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.885442] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.885506] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.885566] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.885675] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.885739] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.885800] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.885860] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.885920] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.885980] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.886040] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.886100] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.886160] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.886221] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.886292] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.886353] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.886413] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.886472] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.886532] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.886610] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.886673] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.886734] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.886794] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.886853] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.886913] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.886982] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.887052] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.887113] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.887182] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.887252] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.887312] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.887372] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.887445] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.887506] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.887566] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.887661] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.887777] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.887852] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.887916] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.887977] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.888037] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.888098] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-30T20:35:26.888182] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.888245] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.888307] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.888376] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.888439] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.888499] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.888559] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.888651] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.888746] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.888810] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.888881] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.888964] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.889038] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.889100] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.889161] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.889221] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.889280] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.889338] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.889397] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.889456] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.889514] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.889594] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.889658] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.889717] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.889774] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.889848] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.889908] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.889967] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.890033] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.890092] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.890151] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.890218] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.890287] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.890348] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.890407] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.890466] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.890525] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.890600] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.890662] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.890728] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.890789] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.890848] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.890906] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.890964] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.891032] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.891093] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.891150] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.891208] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.891269] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.891327] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.891385] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.891444] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.891501] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.891560] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.891639] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.891700] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.891769] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.891828] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.891887] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.891944] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.892002] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.892061] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.892120] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.892177] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.892236] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.892328] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.892391] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.892450] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.892509] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.892594] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.892657] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.892716] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.892773] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.892832] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.892891] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.892963] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.893024] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.893101] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.893171] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.893232] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.893291] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.893351] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.893410] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.893469] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.893528] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.893616] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.893678] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.893750] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.893818] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.893879] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.893939] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.893998] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.894057] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.894116] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.894174] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.894233] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.894291] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.894361] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.894423] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.894481] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.894539] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.894624] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.894685] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.894743] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.894812] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.894881] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.894941] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.895000] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.895060] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.895117] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.895175] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.895233] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.895293] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.895352] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.895413] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.895524] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.895611] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.895673] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.895730] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.895788] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.895849] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.895909] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.895971] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.896029] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.896088] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.896145] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.896203] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.896262] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.896319] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.896378] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.896437] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.896494] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.896561] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.896657] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.896721] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.896782] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.896870] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.896932] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.897001] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.897064] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.897125] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.897186] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.897247] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.897308] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.897369] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.897429] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.897489] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.897549] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.897631] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.897692] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.897754] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.897813] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.897874] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.897944] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.898005] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.898065] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.898126] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.898197] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.898260] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.898320] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.898381] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.898451] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.898512] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.898594] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.898668] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.898755] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.898817] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.898876] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.898936] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.899034] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.899109] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.899172] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.899232] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.899291] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.899349] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.899407] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.899464] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.899521] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.899597] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.899659] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.899728] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.899801] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.899862] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.899933] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.899994] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.900051] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.900110] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.900169] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.900226] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.900285] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.900344] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.900410] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.900470] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.900528] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.900604] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.900666] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.900724] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.900789] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.900856] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.900915] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.900974] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.901033] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.901092] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.901151] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.901220] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.901281] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.901339] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.901424] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.901495] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.901556] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.901637] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.901698] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.901758] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.901818] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.901879] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.901940] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.901999] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.902060] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.902121] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.902181] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.902242] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.902302] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.902361] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.902432] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.902494] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.902555] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.902645] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.902709] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.902770] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.902839] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.902901] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.902975] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.903038] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.903099] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.903159] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.903219] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.903279] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.903339] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.903400] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.903461] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.903520] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.903608] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.903674] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.903733] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.903794] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.903855] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.903925] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.903987] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.904048] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.904108] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.904169] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.904229] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.904290] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.904351] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.904412] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.904472] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.904533] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.904611] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.904681] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.904743] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.904804] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.904865] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.904935] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.904997] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.905058] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.905118] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.905178] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.905245] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.905306] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.905366] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.905427] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.905487] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.905608] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.905694] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.905758] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.905818] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.905888] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.905949] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.906033] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.906095] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.906155] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.906216] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.906278] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.906338] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.906399] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.906459] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.906519] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.906608] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.906673] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.906734] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.906794] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.906864] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.906926] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.906987] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.907049] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.907110] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.907171] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.907231] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.907292] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.907353] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.907414] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.907475] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.907535] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.907614] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.907677] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.907746] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.907816] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.907879] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.907939] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.908008] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.908070] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.908130] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.908190] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.908250] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.908309] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.908369] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.908429] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.908489] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.908548] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.908634] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.908723] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.908787] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.908847] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.908908] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.908968] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.909029] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.909118] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.909204] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.909278] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.909342] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.909402] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.909462] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.909523] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.909601] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.909665] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.909724] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.909784] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.909845] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.909906] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.909965] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.910026] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.910086] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.910146] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.910223] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.910284] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.910342] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.910400] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.910458] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.910514] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.910626] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.910690] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.910753] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.910812] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.910872] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.910931] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.910990] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.911047] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.911106] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.911163] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.911221] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.911279] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.911338] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.911397] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.911456] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.911514] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.911590] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.911662] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.911722] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.911781] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.911840] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.911901] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-30T20:35:26.911964] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.912022] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.912080] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.912137] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.912194] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.912253] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.912309] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.912368] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.912427] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.912486] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.912552] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.912675] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.912749] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.912820] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.912881] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.912953] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.913022] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.913082] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.913139] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.913197] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.913254] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.913311] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.913369] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.913437] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.913498] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.913557] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.913635] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.913705] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.913766] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.913825] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.913883] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.913941] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.913999] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.914057] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.914114] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.914171] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.914229] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.914285] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.914343] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.914402] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.914459] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.914517] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.914592] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.914655] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.914712] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.914779] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.914848] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.914908] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.914980] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.915066] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.915127] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.915185] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.915244] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.915302] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.915382] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.915443] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.915512] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.915592] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.915685] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.915752] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.915812] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.915870] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.915928] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.915986] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.916042] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.916111] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.916172] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.916231] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.916291] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.916349] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.916406] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.916464] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.916522] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.916599] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.916663] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.916724] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.916783] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.916841] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.916900] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.916968] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.917029] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.917089] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.917148] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.917207] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.917266] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.917325] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-30T20:35:26.917402] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.917465] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.917533] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.917618] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.917686] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.917756] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.917817] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.917876] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.917935] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.917995] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.918062] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.918123] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.918182] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.918241] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.918315] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.918385] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.918444] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.918504] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.918562] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.918640] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.918728] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.918792] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.918850] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.918928] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.918988] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.919056] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.919116] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.919177] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.919292] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.919360] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.919432] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.919494] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.919552] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.919645] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.919750] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.919811] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-30T20:35:26.919869] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.919927] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.919994] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.920055] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.920112] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.920171] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.920230] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.920290] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.920349] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.920419] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.920488] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.920548] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.920635] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.920697] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.920757] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.920815] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.920873] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.920932] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.920992] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.921051] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.921110] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.921168] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.921236] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.921297] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.921371] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.921432] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.921498] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.921557] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.921642] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.921712] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.921773] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.921830] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.921888] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.921944] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.922002] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.922060] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.922128] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.922190] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.922249] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.922308] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.922374] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.922442] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.922502] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.922559] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.922639] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.922698] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.922760] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.922837] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.922907] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.922985] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.923051] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.923110] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.923170] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.923229] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.923286] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.923344] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.923413] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.923471] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.923529] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.923614] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.923685] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.923746] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.923806] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.923864] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.923921] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.923977] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.924037] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.924106] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.924166] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.924250] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.924311] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.924370] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.924430] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.924490] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.924548] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.924626] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.924688] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.924749] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.924815] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.924875] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.924948] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.925011] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.925070] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.925129] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.925188] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.925247] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.925304] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.925362] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.925421] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.925480] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.925538] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.925615] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.925676] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.925773] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.925847] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.925919] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.925980] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.926039] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.926098] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.926155] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.926213] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.926269] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.926325] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.926381] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.926450] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.926510] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.926569] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.926664] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.926724] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.926784] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.926843] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.926901] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.926960] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.927019] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.927077] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.927137] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.927204] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.927264] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.927322] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.927381] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.927438] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.927497] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.927554] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.927633] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.927692] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.927749] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.927808] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.927866] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.927935] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.927996] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.928054] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.928115] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.928176] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-30T20:35:26.928236] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.928298] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.928359] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.928419] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.928479] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.928548] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.928644] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.928757] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.928822] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.928884] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.928946] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.929006] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.929066] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.929126] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.929185] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.929246] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.929334] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.929421] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.929484] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.929545] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.929629] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.929691] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.929761] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.929822] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.929882] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.929941] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.930011] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.930084] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.930145] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.930205] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.930265] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.930323] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.930380] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.930439] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.930497] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.930595] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.930671] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.930742] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.930813] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.930873] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.930930] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.930987] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.931045] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.931104] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.931170] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.931232] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.931300] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.931368] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.931435] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.931495] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.931599] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.931683] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.931744] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.931803] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.931861] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.931918] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.931974] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.932032] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.932090] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.932147] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.932214] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.932272] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.932331] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.932389] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.932448] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.932507] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.932566] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.932657] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.932720] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.932781] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.932842] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.932904] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.932964] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.933025] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-30T20:35:26.933085] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.933146] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.933206] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.933266] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.933352] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.933414] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.933474] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.933534] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.933613] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.933675] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.933735] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.933794] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.933863] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.933925] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.933989] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.934050] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.934111] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.934180] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.934254] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.934317] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.934385] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.934447] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.934508] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.934568] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.934669] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.934741] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.934804] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.934864] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.934934] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.934995] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.935056] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.935116] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.935177] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.935237] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.935298] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.935358] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.935418] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.935479] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.935540] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.935625] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.935688] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.935759] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.935834] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.935907] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.935969] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.936030] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.936091] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.936151] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.936211] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.936283] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.936345] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.936406] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.936465] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.936525] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.936610] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.936674] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.936733] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.936793] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.936855] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.936916] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.936991] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.937053] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.937132] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.937196] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.937258] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-30T20:35:26.937320] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.937382] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.937453] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.937524] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.937604] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.937668] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.937731] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.937836] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.937904] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.937978] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.938072] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.938137] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.938207] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.938270] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.938331] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.938393] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.938454] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.938516] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.938605] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.938671] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.938758] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.938819] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.938878] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.938939] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.938998] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.939056] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.939115] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.939176] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.939236] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.939297] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.939356] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.939428] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.939505] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.939596] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.939662] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.939742] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.939804] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.939866] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.939926] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.939986] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.940046] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.940105] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.940164] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.940222] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.940291] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.940354] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.940413] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.940484] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.940545] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.940629] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.940690] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.940749] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.940808] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.940869] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.940940] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.941001] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.941061] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.941120] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.941179] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.941240] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.941301] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.941362] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.941422] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.941482] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.941544] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.941623] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.941686] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.941749] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.941811] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.941872] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.941934] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.941997] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.942058] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.942139] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.942209] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.942270] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.942330] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.942391] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.942450] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.942510] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.942569] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.942687] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.942751] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.942813] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.942883] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.942947] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.943007] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.943068] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.943128] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.943189] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.943249] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.943320] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.943381] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.943441] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.943501] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.943560] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.943641] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.943701] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.943759] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.943818] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.943875] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.943937] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.943996] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.944067] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.944128] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.944186] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.944245] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.944305] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.944372] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.944432] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.944491] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.944557] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.944642] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.944711] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.944772] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.944838] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.944898] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.944961] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.945020] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.945079] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.945137] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.945196] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.945253] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.945311] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.945370] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.945428] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.945486] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.945546] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.945622] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.945682] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.945741] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.945800] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.945867] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.945968] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.946041] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.946102] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.946160] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.946219] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.946277] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.946345] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.946414] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.946476] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.946534] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.946611] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.946671] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.946731] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.946789] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.946846] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.946912] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.946980] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.947039] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.947097] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.947180] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.947240] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.947297] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.947354] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.947412] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.947471] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.947529] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.947607] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.947670] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.947728] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.947785] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.947853] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.947921] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.947982] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.948040] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.948108] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.948167] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.948225] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.948283] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.948342] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.948400] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.948458] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.948517] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.948591] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.948654] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.948734] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.948796] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.948854] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.948912] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.948970] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.949028] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.949085] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.949143] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.949199] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.949256] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.949325] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.949393] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.949455] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.949539] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.949652] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.949714] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.949774] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.949833] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.949892] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.949954] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.950014] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.950073] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.950140] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.950200] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.950258] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.950315] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.950372] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.950438] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.950499] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.950566] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.950646] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.950704] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.950761] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.950819] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.950890] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.950950] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.951009] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.951068] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.951126] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.951183] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.951242] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.951299] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.951357] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.951414] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.951471] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.951529] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.951633] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.951694] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.951761] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.951820] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.951878] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.951939] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.951997] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.952056] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.952125] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.952186] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.952244] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.952301] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.952358] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.952417] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.952474] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.952533] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.952648] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.952722] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.952782] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.952840] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.952899] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.952957] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.953017] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.953075] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.953133] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.953190] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.953247] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.953305] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.953362] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.953420] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.953477] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.953546] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.953632] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.953700] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.953771] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.953829] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.953887] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.953945] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.954003] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.954061] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.954133] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.954193] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.954249] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.954306] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.954363] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.954421] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.954497] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.954557] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.954637] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.954696] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.954764] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.954826] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.954886] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.954952] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.955012] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.955070] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.955128] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.955186] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.955244] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.955301] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.955360] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.955417] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.955476] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.955533] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.955621] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.955692] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.955751] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.955809] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.955866] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.955926] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.955990] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.956101] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.956166] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.956227] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.956287] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.956345] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.956404] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.956463] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.956531] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.956612] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.956673] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.956732] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.956791] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.956861] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.956922] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.956988] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.957048] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-30T20:35:26.957108] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.957167] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.957225] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.957283] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.957342] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.957401] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.957458] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.957516] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.957592] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.957654] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.957713] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.957772] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.957831] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.957889] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.957947] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.958004] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.958077] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.958138] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.958196] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.958263] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.958323] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.958380] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.958438] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.958496] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.958554] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.958638] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.958712] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.958775] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.958833] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.958899] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.958962] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.959023] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.959083] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.959142] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.959201] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.959259] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.959318] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.959375] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.959434] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.959502] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.959564] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.959677] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.959755] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.959816] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.959873] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.959931] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.959989] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.960048] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.960107] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.960166] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.960221] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.960289] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.960350] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-30T20:35:26.960422] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.960490] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.960590] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.960654] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.960715] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.960774] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.960832] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.960891] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.960948] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.961005] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.961064] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.961123] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.961181] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.961250] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.961320] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.961380] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.961447] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.961509] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.961566] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.961654] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.961724] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.961785] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.961844] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.961901] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.961964] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.962021] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.962079] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.962138] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.962197] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.962255] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.962313] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.962370] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.962426] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.962484] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.962559] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.962650] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.962711] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.962769] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.962828] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.962886] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.962953] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.963013] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.963071] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.963129] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.963188] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.963247] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.963312] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.963373] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.963431] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.963498] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.963560] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.963639] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.963706] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.963780] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.963842] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.963902] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.963961] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.964021] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.964091] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.964159] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.964221] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.964280] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.964347] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.964407] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-30T20:35:26.964464] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.964520] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.964598] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.964659] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.964718] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.964786] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.964846] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.964913] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.964973] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.965058] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.965118] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.965178] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.965238] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-30T20:35:26.965297] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.965357] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.965416] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.965475] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.965533] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.965611] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.965672] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.965732] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.965790] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.965849] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.965908] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.965966] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.966023] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.966096] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.966200] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.966274] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.966345] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.966414] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.966475] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.966533] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.966613] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.966673] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.966732] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.966791] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.966848] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.966906] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.966963] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.967020] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.967078] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.967136] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.967195] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.967252] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.967325] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.967395] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.967465] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.967524] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.967607] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.967670] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.967729] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.967788] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.967848] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.967905] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.967974] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.968034] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.968092] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.968151] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.968210] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.968269] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.968327] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.968386] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.968445] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.968513] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.968599] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.968663] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.968741] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-30T20:35:26.968802] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.968861] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.968920] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.968977] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.969035] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.969102] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.969163] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.969222] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.969282] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.969341] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.969399] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.969457] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.969542] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.969624] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.969685] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.969773] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.969857] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.969920] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.969979] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.970048] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.970109] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.970167] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.970225] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.970282] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.970342] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.970399] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.970468] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.970537] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.970642] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.970706] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.970776] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.970844] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.970903] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.970967] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.971025] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.971091] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.971151] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.971209] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.971268] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.971326] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.971384] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.971442] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.971500] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.971558] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.971646] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.971713] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.971772] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.971831] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.971888] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.971945] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.972003] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.972072] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.972131] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.972188] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.972246] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.972305] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.972364] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.972422] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.972482] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.972540] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.972618] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.972679] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.972737] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.972811] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.972871] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.972929] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.972988] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.973066] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.973149] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.973221] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.973285] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.973343] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-30T20:35:26.973400] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.973468] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.973528] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.973615] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.973678] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.973737] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.973795] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.973855] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.973913] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.973971] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.974028] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.974114] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.974174] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.974234] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.974301] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.974364] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.974421] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.974479] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.974535] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.974612] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.974674] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.974733] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.974800] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.974860] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.974921] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.974980] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975041] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.975101] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.975160] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.975219] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975277] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975336] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.975405] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.975474] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.975534] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.975613] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975674] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.975750] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975810] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.975877] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.975947] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.976009] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.976066] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.976126] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.976207] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.976294] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.976357] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.976417] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.976476] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.976534] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.976618] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.976680] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.976738] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.976796] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.976865] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.976924] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.976983] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.977042] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.977101] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-30T20:35:26.977157] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.977214] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.977272] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.977330] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.977387] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.977444] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.977503] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.977559] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.977638] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.977697] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.977756] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.977813] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.977871] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.977939] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.977999] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.978057] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.978115] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.978172] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.978237] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.978297] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.978354] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.978412] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.978471] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.978556] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.978637] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.978725] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.978788] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.978849] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-30T20:35:26.978908] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.978981] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.979041] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.979099] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.979156] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.979214] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.979280] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.979341] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.979400] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.979458] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.979516] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.979591] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.979661] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.979722] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.979782] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.979854] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.979949] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.980012] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.980070] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.980128] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.980190] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.980266] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.980326] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.980385] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.980443] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.980543] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.980652] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.980724] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.980794] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.980856] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.980917] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.980978] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.981038] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.981098] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.981157] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.981216] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.981276] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.981335] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.981393] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.981463] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.981523] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.981601] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.981663] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.981720] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.981777] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.981836] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.981903] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.981964] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.982021] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.982080] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.982146] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.982207] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.982265] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.982323] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.982388] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.982448] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.982507] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.982565] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.982641] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.982701] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.982770] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.982838] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.982898] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.982959] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.983017] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.983074] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.983176] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.983239] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.983307] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.983367] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.983425] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.983483] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.983540] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.983622] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.983682] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.983742] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.983801] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.983860] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.983919] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.983982] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.984041] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.984099] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.984157] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.984214] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.984274] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.984332] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.984391] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.984452] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.984510] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.984570] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.984649] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-30T20:35:26.984708] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.984779] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.984839] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.984898] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.984956] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.985023] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.985083] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.985141] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.985200] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.985258] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.985318] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.985375] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.985435] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.985513] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-30T20:35:26.985600] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.985672] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.985741] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.985803] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.985864] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-30T20:35:26.985924] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.985985] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.986046] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.986122] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.986199] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.986261] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.986344] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.986409] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.986470] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.986530] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.986609] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.986672] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.986732] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.986793] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.986853] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.986912] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.986973] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.987032] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.987092] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.987152] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.987212] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.987271] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.987331] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.987410] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.987473] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.987533] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.987612] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.987700] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.987762] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.987822] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.987924] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-30T20:35:26.988009] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.988080] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.988150] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.988212] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.988273] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.988332] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.988392] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.988450] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.988510] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.988568] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.988651] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.988735] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-30T20:35:26.988797] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.988855] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.988914] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.988972] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.989031] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.989089] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.989148] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.989216] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.989277] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.989344] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.989406] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.989462] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.989522] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.989606] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.989670] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.989738] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.989800] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.989858] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.989917] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.989996] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.990074] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.990135] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.990192] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.990251] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.990308] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.990366] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.990423] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.990489] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.990548] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.990640] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.990703] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.990770] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.990828] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.990886] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.990943] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.991001] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.991061] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.991120] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.991179] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.991247] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.991307] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.991365] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.991423] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-30T20:35:26.991490] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.991551] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.991630] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.991690] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.991748] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.991806] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.991865] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.991923] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.991981] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.992039] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.992096] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.992154] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.992241] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.992302] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.992362] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.992421] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.992491] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.992553] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.992633] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.992693] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.992753] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.992812] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.992879] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.992937] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.992997] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.993067] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.993128] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.993196] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.993256] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.993315] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.993374] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.993433] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.993492] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.993550] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.993630] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.993690] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.993750] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.993809] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.993868] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.993926] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.993983] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-30T20:35:26.994041] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.994097] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.994154] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.994223] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.994282] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.994341] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.994399] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.994457] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.994519] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.994632] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.994716] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.994782] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.994841] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.994910] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.994971] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.995029] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.995088] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.995161] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-30T20:35:26.995222] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-30T20:35:26.995288] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.995347] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.995406] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.995473] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.995533] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.995609] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.995669] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.995726] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.995784] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.995842] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.995900] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.995958] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.996014] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.996071] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.996139] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.996199] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.996259] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-30T20:35:26.996316] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.996399] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.996487] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-30T20:35:26.996560] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.996641] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.996700] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.996785] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.996846] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.996904] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.996961] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.997020] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.997078] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.997145] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.997205] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.997264] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-30T20:35:26.997322] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-30T20:35:26.997381] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.997440] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-30T20:35:26.997498] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.997558] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-30T20:35:26.997640] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.997718] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.997780] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.997839] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.997897] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.997962] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-30T20:35:26.998023] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.998081] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.998148] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-30T20:35:26.998210] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.998271] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-30T20:35:26.998329] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-30T20:35:26.998388] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-30T20:35:26.998448] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-30T20:35:26.998506] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.998565] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.998650] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-30T20:35:26.998724] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-30T20:35:26.998786] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.998844] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.998902] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.998958] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-30T20:35:26.999016] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.999074] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.999132] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-30T20:35:26.999200] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.999261] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-30T20:35:26.999320] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-30T20:35:26.999379] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.999437] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-30T20:35:26.999495] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-30T20:35:26.999554] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-30T20:35:26.999632] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-30T20:35:26.999691] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-30T20:35:26.999751] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-30T20:35:26.999811] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-30T20:35:26.999870] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-30T20:35:26.999927] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-30T20:35:26.999991] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.000082] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.000169] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.000231] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.000292] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.000352] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.000421] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.000481] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.000540] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.000643] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.000717] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.000777] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.000837] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.000895] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.000953] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-30T20:35:27.001011] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.001068] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.001126] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-30T20:35:27.001185] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.001271] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.001331] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.001389] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.001460] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.001521] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.001598] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.001670] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.001737] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.001796] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.001855] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-30T20:35:27.001922] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.001988] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.002046] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.002105] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.002164] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.002222] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.002281] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.002339] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.002397] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.002464] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.002532] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.002633] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.002718] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.002779] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.002839] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.002896] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.002959] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.003027] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-30T20:35:27.003088] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.003148] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.003206] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.003263] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.003321] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.003377] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-30T20:35:27.003435] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.003492] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.003549] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.003634] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.003696] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.003754] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.003810] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.003878] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.003946] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.004006] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.004065] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.004123] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.004182] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.004241] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.004298] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.004355] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.004414] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.004474] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.004535] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.004615] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.004677] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.004736] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.004796] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.004854] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.004923] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.004985] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.005045] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.005105] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.005164] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.005224] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.005284] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-30T20:35:27.005343] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.005403] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.005475] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.005535] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.005613] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.005674] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.005762] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.005835] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.005898] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.005964] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.006025] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.006087] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.006156] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.006220] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.006280] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.006348] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.006410] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.006487] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.006598] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.006666] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.006726] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.006785] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.006855] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.006915] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.006976] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.007035] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.007094] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.007152] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.007210] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.007266] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.007323] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-30T20:35:27.007382] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.007449] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.007510] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.007567] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.007652] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.007711] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.007767] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.007823] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.007882] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.007939] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.007996] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.008053] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-30T20:35:27.008112] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.008171] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.008230] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.008288] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.008346] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.008404] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.008462] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.008522] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.008595] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.008658] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.008860] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.008922] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.008985] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.009057] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.009118] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.009176] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.009235] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.009295] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.009362] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.009423] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.009480] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.009538] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.009614] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.009674] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.009733] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.009790] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.009847] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.009913] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.009973] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.010030] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.010096] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.010179] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-30T20:35:27.010269] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-30T20:35:27.010329] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.010419] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.010479] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.010549] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.010641] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.010703] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.010764] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-30T20:35:27.010833] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-30T20:35:27.010896] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-30T20:35:27.010954] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.011011] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.011080] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.011141] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.011199] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.011258] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.011316] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.011375] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.011434] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.011492] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.011549] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.011629] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.011717] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.011819] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.011883] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.011945] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.012006] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.012074] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-30T20:35:27.012142] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.012203] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.012261] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.012328] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-30T20:35:27.012389] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.012457] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.012517] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.012599] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.012662] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.012721] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.012778] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.012835] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.012893] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.012962] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.013024] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.013083] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.013141] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.013263] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.013332] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.013391] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.013449] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.013507] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-30T20:35:27.013568] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-30T20:35:27.013647] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.013717] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.013779] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.013838] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.013898] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.013966] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.014034] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.014094] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.014167] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.014227] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.014286] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.014345] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.014421] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.014481] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.014539] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.014614] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.014674] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.014742] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.014802] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.014861] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.014932] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.014991] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.015077] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.015140] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.015210] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-30T20:35:27.015273] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.015334] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.015396] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.015456] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.015517] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.015593] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.015658] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.015718] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-30T20:35:27.015780] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-30T20:35:27.015842] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.015902] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.015967] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.016027] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.016088] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.016147] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.016207] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.016268] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.016330] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.016389] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.016449] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.016508] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.016613] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.016708] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.016774] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.016836] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.016897] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.016956] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.017015] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.017075] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.017134] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.017193] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.017252] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.017314] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.017381] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.017441] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.017500] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.017559] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.017645] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.017705] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.017762] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.017821] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.017880] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.017938] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.017998] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.018057] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.018115] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.018173] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.018232] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.018290] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.018358] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.018418] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.018477] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.018542] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.018621] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-30T20:35:27.018682] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.018773] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.018835] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.018895] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.018962] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.019031] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.019093] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.019152] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-30T20:35:27.019210] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.019268] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.019325] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.019382] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.019439] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.019498] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.019597] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.019661] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-30T20:35:27.019719] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-30T20:35:27.019799] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.019861] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.019921] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.019978] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-30T20:35:27.020046] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.020107] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.020166] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.020225] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.020329] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.020405] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.020467] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-30T20:35:27.020527] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.020604] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.020667] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.020726] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.020786] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.020845] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.020904] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.020963] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.021031] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.021091] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.021149] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.021217] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.021278] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.021337] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-30T20:35:27.021397] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.021455] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.021512] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.021569] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.021655] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.021713] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.021770] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.021829] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.021888] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.021947] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-30T20:35:27.022005] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.022064] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.022122] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-30T20:35:27.022189] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.022257] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.022318] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.022378] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.022436] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.022493] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.022552] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-30T20:35:27.022630] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.022698] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.022759] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.022817] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.022877] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.022935] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.023002] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.023061] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.023127] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.023186] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.023246] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.023324] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.023392] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.023472] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.023537] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.023614] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.023676] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.023735] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-30T20:35:27.023795] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.023867] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-30T20:35:27.023928] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.023986] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.024044] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.024122] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.024183] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.024246] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.024315] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.024391] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.024452] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.024510] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.024596] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.024669] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-30T20:35:27.024728] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.024786] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.024846] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-30T20:35:27.024904] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.024963] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.025023] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.025084] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.025143] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.025212] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.025273] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.025331] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.025390] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.025448] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.025507] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.025566] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.025646] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.025703] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.025771] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.025829] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.025885] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.025943] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.026010] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.026078] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.026139] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.026205] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.026265] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.026323] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.026381] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.026439] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.026498] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.026557] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.026643] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.026701] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.026757] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.026826] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.026894] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.026954] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.027022] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-30T20:35:27.027091] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.027158] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.027225] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.027287] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.027345] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-30T20:35:27.027404] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.027463] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.027521] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-30T20:35:27.027594] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.027656] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.027714] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.027772] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.027830] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.027889] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.027948] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.028005] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.028073] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.028142] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.028203] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.028262] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.028320] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.028378] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.028445] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.028504] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.028598] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.028663] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.028749] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.028812] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.028881] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.028946] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.029005] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.029071] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.029132] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.029191] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.029249] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.029307] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.029365] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-30T20:35:27.029441] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.029501] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.029560] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.029639] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.029699] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.029757] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.029825] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.029888] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.029946] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.030004] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.030062] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.030134] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.030194] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.030254] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.030313] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.030386] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.030468] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.030594] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.030668] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.030727] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.030787] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.030846] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.030903] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.030974] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-30T20:35:27.031035] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.031093] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.031159] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-30T20:35:27.031219] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.031277] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.031335] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.031403] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.031464] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-30T20:35:27.031524] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.031607] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.031703] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-30T20:35:27.031785] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-30T20:35:27.031847] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.031906] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.031974] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.032033] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.032091] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.032160] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.032221] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.032289] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.032350] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-30T20:35:27.032419] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.032479] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-30T20:35:27.032536] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.032612] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-30T20:35:27.032672] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.032730] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.032797] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.032858] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.032918] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.032979] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.033039] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.033099] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-30T20:35:27.033160] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-30T20:35:27.033241] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.033303] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.033373] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-30T20:35:27.033434] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.033495] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-30T20:35:27.033556] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.033639] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.033701] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.033761] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.033822] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-30T20:35:27.033881] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.033942] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.034012] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-30T20:35:27.034074] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.034134] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-30T20:35:27.034194] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.034254] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.034314] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-30T20:35:27.034383] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.034444] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-30T20:35:27.034515] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.034594] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.034658] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-30T20:35:27.034726] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.034789] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-30T20:35:27.034850] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-30T20:35:27.034910] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-30T20:35:27.034970] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-30T20:35:27.035031] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.035092] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-30T20:35:27.035151] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-30T20:35:27.035212] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-30T20:35:27.035273] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.035344] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-30T20:35:27.035405] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-30T20:35:27.035476] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-30T20:35:27.035539] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-30T20:35:27.035625] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-30T20:35:27.037414] [INFO ] [LOCAL     ] Saved consolidated report: 3538 forecasts -> ./output/forecasts/full/2025-12-31.txt
[2025-12-30T20:35:27.037460] [INFO ] [sig       ] [55/55] Successfully generated report for 2025-12-31: 3538 entries
[2025-12-30T20:35:27.037492] [INFO ] [sig       ] ==================================================
[2025-12-30T20:35:27.037520] [INFO ] [sig       ] Report generation complete: 55/55 reports succeeded
[2025-12-30T20:35:28.008656] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-30T20:35:28.008958] [INFO ] [sig       ] Email notification sent
[2025-12-30T20:35:28.009870] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-30T20:35:28.010094] [INFO ] [STATE     ] Last completion updated: 2025-12-30T20:35:28.009944